{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiQAAAGdCAYAAAAi3mhQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAADqlElEQVR4nOz9e3wV1dk2jl97h52dZENORNlBhUSISAhnQdIoPsZQEVqo2rcvqD1YH6wVnsdirYiFVh9s0ae+P7DfUK2IWKVAD2qhgrRQUEsaBIUIMVQhJkAxweZAAgk5kL1/fyQTZs+eNXOvNWtm78C+Ph8+mmQOa2bWutd9vG5XMBgMIoYYYoghhhhiiCGCcEd6ADHEEEMMMcQQQwwxhSSGGGKIIYYYYog4YgpJDDHEEEMMMcQQccQUkhhiiCGGGGKIIeKIKSQxxBBDDDHEEEPEEVNIYoghhhhiiCGGiCOmkMQQQwwxxBBDDBFHTCGJIYYYYoghhhgijn6RHgAFgUAAn3/+OQYMGACXyxXp4cQQQwwxxBBDDAQEg0GcOXMGgwcPhttt7APpEwrJ559/jquuuirSw4ghhhhiiCGGGARw4sQJXHnllYbH9AmFZMCAAQC6Hyg5OTnCo4khhhhiiCGGGChobm7GVVdd1buPG6FPKCRKmCY5OTmmkMQQQwwxxBBDHwMl3YI7qfXkyZO45557MHDgQCQlJWHcuHH48MMPDc959913MXHiRCQkJODqq6/GCy+8wHvbGGKIIYYYYojhIgaXh6SxsREFBQW4+eab8fbbb+Pyyy9HZWUlUlNTmedUVVVhxowZmDdvHtatW4eSkhI8+OCDuOyyy3DnnXdaHX8MMcQQQwwxxHARwBUMBoPUgx977DGUlJTg73//O/kGixYtwubNm3H48OHe3z3wwAP46KOPUFpaSrpGc3MzUlJS0NTUFAvZxBBDDDHEEEMfAc/+zRWy2bx5M6677jr8n//zf3D55Zdj/PjxWL16teE5paWl+PKXvxzyu1tvvRUffPABOjs7dc9pb29Hc3NzyL8YYoghhhhiiOHiBZdC8tlnn+H5559HTk4O/vKXv+CBBx7Af//3f+PVV19lnlNbW4tBgwaF/G7QoEE4f/486urqdM9Zvnw5UlJSev/FSn5jiCGGGGKI4eIGl0ISCAQwYcIE/PznP8f48ePxve99D/PmzcPzzz9veJ42u1aJErGybhcvXoympqbefydOnOAZZgwxxBBDDDHE0MfApZBkZmYiNzc35HcjR47E8ePHmef4/X7U1taG/O6LL75Av379MHDgQN1zvF5vb4lvrNQ3hhhiiCGGGC5+cCkkBQUF+OSTT0J+9+mnn2Lo0KHMc/Lz87F9+/aQ3/31r3/FddddB4/Hw3P7GGKIIYYYYojhIgWXQrJw4ULs2bMHP//5z3H06FGsX78eL774IubPn997zOLFi/Gtb32r9+cHHngAx44dw8MPP4zDhw/j5Zdfxpo1a/DII4/Ie4oYYoghhhgAAF2BIEor67Gp7CRKK+vRFSAXUsYQQ0TBxUMyadIkvPnmm1i8eDH+53/+B9nZ2Vi5ciXuvvvu3mNqampCQjjZ2dnYunUrFi5ciFWrVmHw4MH45S9/GeMgiSC6AkHsrWrAF2facPmABEzOTkec25xFT/S8GC5OXArzwalnlHWfbeU1ePLPFahpauv9XWZKAn761VxMz8uUOeQY+gD62hrl4iGJFPoaD0k0TwJRgRUTdDGo4cR8iPQ6cmrOy7rPtvIafH/dfmgFuvLGnr9nQmytXkIwmlfTcv2OrS2e/TumkEhGNG/cLIGl4L6CLBTl+sMmZ0zQXdzg3fidmA+RXkdOzXlZ9+kKBHHDMztD3pf2ev6UBOxeVBg1xlEM9sFoXgUBpCZ5cLr1Ag+YnWsrppBECNG8cZsJLDXUkzMm6IwRaSveKng3fifmQ6TXkVNzXuZ9SivrMXf1HtN7bpg3BfnDLlQ39vX529dhx/vnkfUK7FxbPPt3n+j22xfQFQjiyT9X6Hofguj+4E/+uQLTcv3cE441aXkm896qBvIErW1qw/fX7cfz90xASmK84XlBADVNbdjzWT3cLtclJdj0NvN0Xzyemp2HGWOiw2NkNEdYG7/6+2uFk9k8UubD3qqGkI2PZ7x2rSMqeJ9RdFOR+S6/OENb2+rjnPJCxZQefdj1/nlkvQKn1pYZYgqJBagXWt2ZdlsENWvSzhqbic0f1ZAnM1VgKWNVJuejt44gnTP/t/tx+pwzLsBoAGszb2jpwIPr9+N7/8rG4hm5uuc6BbMYssjGL7Lx8cBuhYcCnme0sqnIfJeXD0ggXUs5TkQZFUGkQ2/RCjvfv+jac2JtmYGr7PdSBKuEblt5DW54Zifmrt6DhzaWYdmWwyZX6gbPZFEmrVZA1zS14dfvVYX9vrapDQ+s24//+fPHYeV+VIGlQJmcDS0dpOPVyogylu+v249t5TVc91WDWr7odJmjkRWv4NfvVWHrwc+Fri3jWYzmzgPr9qN451Hyxq8G78bHC7sVHgqoY6+ua9V9x9S5T79Pi+kxk7PTkZmSAJZd60K3IjA5O93UCwV0K6NW1xFrDsqQDX0Zdr9/0bWnwM61ZYaYh8QARt6JF9+rMtyQWMjo70VpZb2p+5Ky6WmhHPtySTVeLqkOsUQmZ6eHJTJRkN7fi8yUBNQ2tXGPxYoLkGpZRcICo7pEl2wqx615meRnl/UsNIWpknQtrXBSNj7WfFDyHiZnp5PHq4bdCg8FlGcclOzFhr3HDT1Mj/7xIHYfrUP2QB++mZ+F+H6h9p/ZfRSs2HEEI/wDDOdAnNuFn341F99ft783cVE9XgD46VdzEed2obSy3nYvVDSE3qIVdnsBqfOKBTvXlhliHhIGjLT7XwsoIy4AaUke/PD3Zb1elbmr9+CGZ3bqWgoicUAtZFgi/uTuDREA0/pigWVlm4FqWUXKAqNaEA0tneRnl/kslLnT2tFFupZWOCkbHxA+H7QbnwgmDk2D2aluV/dxdoHyjHMnD0Fts/Gm0tx2Huv2HMeyLYdx7dK3sXxrBfM+RlA2bzOLeXpeJp6/ZwL8KaHfzJ+SEBICcMILxbPpXmqw+/0bzV8jqL1okUJMIdEBxaXGA8ViaWztRG1ze8jfWBuODLeZ2v2357N6Lu+IenKyBF1qEo36n+dZqO7MjvMBR9zOeuCxICjPLtuFS33fRsLKSDhRNz4RfHisEWaPGQh2H8cLnnCY2TNmZfi47h0IdofxtErJ9LxM/KDoGsNzeTbv6XmZ2L2oEBvmTcFzc8Zhw7wp2L2oMOSbOOGF2lFRa34QrMs5O8K1doeArbx/6tjMZLYdxoQMxEI2OpDhnVDDn5KAc51dugoBy30py22mCLPSynryOXqTc3peZhiZTiAQxN1r3je9Hs+zUC2r10qrI5L82BUIIhAMwueNQ0u7uZeB8uyyXbjU962IMpaLf+nMkczqCL35oCgvlJAkC6LWo1klh0g4jPWMSthDBKv/XoUffvnakPBNVkYS6Vz1Mxs9b5zbZThP7A67dQWCeLPsJOlYK3LOjnCtEyFg0ffPOzbW/N1eURt2HX+UJBrHFBIdyErqSU304N6CbFw3NM1w49bbcKzGAfXvQgNrcmoFXVcgKF2wUd/9sYZW4euJliHqCQQjUN2fsl24k7PTkZroCUs01sN9BVnYWl4bJpxmjc3Esi2HDYWfdj7IEOYi1qPZfa1UNMS5XZicnd47X/ZWNWBydrrw+gwEgddKq3HfjVfrPosR1BUyVt4zT76JEdTrKMPnBVxA3dl21J1pR0OL+dwb6IsXVnrsqFJxqvLI7P0HAdyW5++da3Ful/DY9JRTI0U70ogpJDqQ5Z1oOteJFTs+xcjMAaTj1RuO0aQVQf7VGXh9/0lDAZqa6MGquydgytUDSZNTlmBTg/ruh6bTrErt9axQ5xux3GrhAv3ZZbvQ49wu3FuQhRU7jpgeW5Trx+Mzc0OEU2NLB+av5xN+soQ51XoMBILYVHYS1XUtus+p3HfVXeOxbMth4eRKo/kiuj61yjSPxSzrPSsufVFLmVc518PscYOFNkGehFkApI3X6STc6XmZWHXXBCzZVB5SyehyAcFgaGHC0pkjueYwxeAy86JFCrEcEh2YldBRoUygwzVnSMfXnWkPiQmy4oCZKQn43tRsZKaYb1BKLsCUYQMNE/VcAJ6+czQKhmdwLTgZ+QTquGggGIQ/2Wv47tN9Htx1/VBymaMC0cRR3oqnTM5cisaWDsNETpFkswWFOYY5PuprKsJp9rgrMDk7Hcu28OWzyMyBMUsoDQI419mFu9e8j4c2ljGVLuVOSzaVCydXms0XALpz3wxaZZqaKAxAaq6RXr7Juz+6GSmJ8YY5Cqz3wgtFYeAFNcRZvPNoCDWDlSIC2Um428prsGxLRRitgvZ11za14cH1B8hj09JRGD1zNCLmIdEBxfK/f2p2GDGZVSzbchgv7a4KsVCM3GuPTu+O8b/090r87Z//Zl5XsdStWkUsWHEB6llaqUmeXs1fT7Q2tHSi8P+901t+TfHOWLGAqDlFC24ehoLhl3G5P7eV1+h6I7Tg9TTFuV14+o7RhhTsyianzvkIBILc+Syyc2BY8zQ1yYPG1k5ycnYQIIUOAP2cFMp82b2oENNy/djzWT1KjtThV+8al1O7XcA387PCfk9Zm3aU66ot5W3lNbjpF7sMvYcidAR60FOwqaFUauhyxY5Pw37H8iQ5yX/D423lec/bK2qxtqTa9pCTnYgpJAwYCYg5k4YgKyMJU6+5HP84WodV79A4HSjQmzws91qc24Wmcx3YaaCM3D81O2QS2hU/FHEBshZmU8+Gk2LAm1Lb1IYX36vCzDGZ2H2kLiRfQk/BsrJpUoVQzqABXO+AItzdLqB47vgwQUIR3mabXCAATPrZjhArLTWRv3LKDmGunacZ/b344e/LyOfzQhsO45kvTec6yOGLeTdmh/GRKDBbm3ZumtRQkNWEf1YolyeUaiWkbrWIwGo4X5ZCp4c/lX3e53lfYgqJAbQCorquBRv2Hg/RvNN9NAFOBXXydAWC2PNZPR57/RBzcrsAbP6oBo9OHxlynWiIH1Is0IR+bqT74nXZYpXz3jp4wRXZnUSchQWFOWHvzYowt0tYUYR7IAik+bwhv+MR3qxN7n+3Hcav36sKux8lERYIfVa73o96npZW1oeVzFPR39sPLe3nuRKvqfNlR0UtXtaxSrVwu7qVEbN2AkZr0673zOM9tOoh0BoLXYEgince5fJmWE34FykisFp5pEB2BaeC/t44Q1Ztu6oOZSOmkJhAERDbymuwcseRsMlKdQnzwGzyUBPKRCahU42wKBYo7wbUdK4TKxmsllaEuV3CSrQhGm9So3aT23rwc11lhAK9Z3VCmFvZCM+2n+8dBzXxmjpf3iw7abgpJsXHYWFRDr79JbZnhAq73jOPN0jEQ7B05khkDPDqNnd8YvPHzHXOMs4oVSoU8BQRBAEsnWmdo8MuWvazBAoCO+8vC7GkVgKobjbZ27be5BFJKNOLj1P68+glRMkiDbJjYRgl9lESld0uoP5Mm+7zzZl0FXMTAMQIhXiVJBnJo12BIJZsKucapwLWs9rN3gpYc5W70J1/MiiZnnhN6Q0z0BdvapC0dnQh74pUy8oIYN975lGMlRYUFCiJ098pyMbscVcgf9jAEGXk++v2mxodrGRSo2T6hUU5pPFp5xTrmgqWbamwnBwaSVr2aLi/GWIeEgKobrY0RnhBFNrJIxp/pHA2sPrzqC1vANJIg+xaGCyvkNoCYiEQBBZsLAv5nSJ8WbksVhKCeS1eqiX7SkkVvpmfhQ+PNYZ5uvZWNZC9elouE6NntSthWoEVN30Q3d/vt/dNgNvtInn/KInts8cNxssl1ab3l6l8y3jPWi9oRn+v6TlA95rdXlFLSipW3tGcSUPw1sHPQ963iBzTe4dG5Hwb950Q8iRNz8tEIBDEg+sPhP1NRnKofH4pOiJNC09BTCEhgCpQls4cicuTE/DdtXvR3sWebj5vHAZ4++FUczvXguGNP2qvw3L3K92D9aC4TR974xCaWjulZXBTG5gBLpxq5l+8LAG26q4JWLBhvyk9uQIj4buw6BosKBzORSClFsy8PC7Uebhsy2H8bOvhkGdUFMf28wHSNQBg1d0T4Ha5UNvchoaz7Uj3xSMlMR5dgaDuM9tJuCSDl6eupR2zx11BPt5s809JjCcpJLKVb9lVbf5kL1KTPLrrG7ggRyYOTcNNv9hFGqNSKafODclUvTfePIoMn35TUlbOjSg/UlcgyOzcLiM5lHcep/s80tICIk0LT0FMIVGBtXFQBYo/JREADJURAGhp78L9N16NlTuOcC0YHktLex0r2d2Khcn6m8gipWzGT8waBQBCmxDrm6X54snKiBFcADbuO44FhcMNjzNLQOWxeHk2Nj0+g++v22/aN0XBQF88plw9ENsravG/2/5J9orJTJjWrsdpuX7dd0UV2iKKgdHmbwdTMRUyq9rUhpGRPPrwWCNJkfj6hCvwx/3h1PHKHPxuQRZ5zC50V9v98A8fhTQzpND+i3iS7O7EazS2bhK0XKT54nvnmqIEWvWoLCy6JupLfoGYQtILo41jWq6fLHjeOvg56X5ZGT7uBcMjULXXsSu7GxBfpFShoXcMC3qbgHpjO3KKRlJnBsozUxNQqRZvY0s73K5wZYM6XkWJ8id7TWP3y2bnYXtFrSNU2nowWo+7FxWGvCszoW2mGJglchuV3ctmKrYLlEqalCQPEvrFhWz86rW4idifZsfhL3R/r9yH2udGOafbGApVOClzUMST5BQfCc/YzOZYioF3C+j2gJkZTtGCmEIC2sZBFTw8iYr5wwZyLRhK/DE1yYNVcydgiqpcUuZGbASRRUpZmHrl1yuI3iUZFNdGYD0zLxGbmcXbTaB2wJKVpChRC4tydCvGFHxvajZuzfPjhmd2RoTXQKSSSFQxsNoXxu7cGVmgWP5meTZU2WZUOh5Ed2Viui8ejS0dhvPZn+xF2/kAV1NSLXg9SU7xkQD0sZnNMUDfi6z2NEeDUkzBJa+Q8DAyUgQPb6Iiz4KhWGRP3zEaBTkZtm/EehBdpJR3oD1mhH+A6bfg7T8jgssHJOha2DJdv7LJlFjeuXSfB0/NzsOMMYNtYQWlQJRRV0QxkNkXJlqblSmgGgtGeTYU2WZEZqjG18YNxtqSamYodmFRDq7LSsfdL/E1JbUKp/hIeGE2x/qCUkzBJa+Q8GwcFMFjtxuXInitbMSsun5K0puTi9TsW9jJiAhceObGlg7c8MzOMAv7tjw/6TqUjUJ2uI3inXOSSlsNK4ocj2Igu5laNJANGkGG5U+Rbd/Oz8JzfzNv6njLtYMwOTvd0DtFDRFtPdRdiiuLcdqcj2RkRJRNoznWF5RiCi55hYRX8FIEj91uXLNEO96NWJmyev15qG7BSMTKjb6FnTkzylPOGpvJ7IpLqb4AaBuFrE2fxzvnpOtaDauKEFUxcCJ50QyySAiV69Q2nUNDSwfS+3vhTw69nizL30y2DUggMle7zDdR6tx6bc8xvLbnmDAFgRasZ1SwbMthuHt6g9kNnjkS7UoxBZe8QkKd9HVn2rGp7CRZcNitsbImn8hGrFaUlIZ9fd0tKGsTT+spX1S7of3EluAugwRUHq+SjE2fV3GMlOvaKUUoUh4gBVZzV4yuo3c9xfJ/gMHDEwR9bhjJNqpXo+5sd1K10SbKy9lRYxBq41X+uvlIgAfXh78vp5rVyZojfQmXvEJCmfRuF0Jq06mTwg6N1Wxh8QrQpTNH4jsF2SG0zBeDW9DqhpWa6MGquydgytUXOtry5ogEeyaUVa+SCJmS9p68imOkKkicUoSq61pJx9lB4Ccrd8UsNGu0QVuFnpzoCgRRd4bW7oHyXkW5Z7ShNpGNvZuPpEL3b3YndStjjlSFWyRxyVPHG9ExK2BxOlilEeYFhdqdV4BmDPByLShFEGmpoKMNFKp4I5w+1wm3yxVSAaN+Zqrid19Bli69NY9AocxRLfwpCfjtfdfjuTnjsGHeFOxeVMgtwIzoue0SiE7Q0HcFgtiw97jpcf5kr3QPkAz6f7PraPHknyvQcT6Ax944ZHjc4jcOCbeC2HqwBpN+toNJKqbABT7GUGUOpvniScerQ20Au9WGmQznCenJhqw50hdxySskAFvwsmReJCYFdWEpGzEV0d7bQBQim7gWRkoH9b0V5fqxe1Ehfnvf9Vhw8zAsuHk4nv0/YzEtl5b0qsCsz4YWNU1tcLtdlhXH6XmZ2L2oEBvmTbGk3PDe005FaG9VQwjXBgtzJw+RrnDL2uiooVnler/5R7Vp9Utjayf2fFZvek0tlm+twIPr95u2zRBVKKfnZWLOpKu4xvTFmTZLGzvV4Hi7vMZSTy89RFIZijQu+ZCNAm04ou5Mu6G270TSmwLeigCjWLGCSJWvUSAr2Y+VnDbQF496Qs8hI6WDJ7SwvaI2ZAzFu44KxYKVObpi+6co3nXU9PiSo3XSKg+cTpazMzxI3WyyMnyW7yV6b7PjeEOz+6ppm1dpZT0KhmeQr8vTOdpKvhnvZ798QIKlxGWqwfFq6TG8WiovoRaIfH5TJBFTSFRQC15qcpYTk4J3YU3Py8QL90zAY28c0rWKrLq+ZSkMepCdyKW3sVHomM3cytQcC9lsp3FuFwqGZ5AUkuJdR/H6/n/12SQ4uxQhK4mzVue+rKRdXs9mUnwc8UhzS19d1fOTzR+TrqrNVeNF/tUZKN5VSTo2MyUBgUAQf6moJR2vJ8N587Zk5nZEqsItGnBJKyRGwiWaJoWIxqxsxMU7j2JtSRW5a6sZ7Mz8tiuRS29jM+v8O2tsJqmSilV5tHRmLgZ4PbplwYC1xDgeYRkNSXB2KrAiEE2clTH3ZSXtKtcxC9so17tz/JX4U5l5W4v8q429I6KEi7y5alpMGTYQqUTStXOdXbh7DZtQTQs9Gc6bUCsz0TVaydmcAFcOyRNPPAGXyxXyz+9nx8LfeeedsONdLhf++c9/Wh64VZgliJrlYvAmZ1mBqHIU53bhoaIcfLh0mpQcANEEMTW6AkGUVtZjU9nJkNir04lc0/Mycf/UbObfX3yvivQ8ejkW3SXBFbh7zfumNNoisWCe/JhIJ8FRErGdhkjirIy5L3pvo+tQtr2ffjUXX8rJQGqSMUdIapKnt+WEHljvgIKM/t7e/2fJACPEuV14+o7Rhsf4vN1eIIrSoiDd58HEoWm6f+PN25KV26F8W9Zb4SnR7mvgTmodNWoUampqev8dOmScuQ0An3zyScg5OTk5QoOVBYpwiXO7MGus8abt1KQwqxgxU45kVMbIUBiMNienE7m6AkH87oN/GR5D3cTV77fpXAfmrz/AJbRFewBRhWWkkuBkbeJ2gCdxVrayLCtpV7kOS9FIS/L0Xi/O7cLPv5ZneL2n7xjNlA1WmY9/+PsybD34OZ7b8SkmLtsupKAqoWh/sjfk9ymJ/fCDW4ZjgJff4d/Q0ombfrGLeX+1wfGt/KGka16MuR1OgfsL9uvXz9AroofLL78cqampvLeyBdQE0UAgiBcNkrXun5rtmAs8GrqKWmW2NAvH3EtsSS5rsRfvPGJoSYkkLYsK7SOnzqC0sp47lHEhyfUTUnzdTkGpDctMHJomlZrdDlATZ+1gdZWZtNvEmMeNqt9vK69hJun7k714YtYoQ3lmlfm4trkdD64/oP83jrAiKyfstdJq0w7WzLGZ3F8d8n219Jjp9ayG8RU5wkI0rB27wK2QHDlyBIMHD4bX68X111+Pn//857j66qsNzxk/fjza2tqQm5uLJUuW4OabbxYesFVQhcuSTeXMjcUFYPNHNXh0unM9Dcwom6fl+ns7+9oRp7eS+U1RAjcR4tuAnJydrkAQa4nU7mbPrd6I6860Cwnt4l2VKN5VKZSL053kehlJIbEr30kvryDdF29YBmpncz6eTZ6SOGtX1QNv0i6P0geEGldGnaJ/8hVjZQSwV5nlVVDV721beQ1u+sUuS8oS9f5O5XZEQ1uDSIFLIbn++uvx6quv4pprrsGpU6fw1FNP4Utf+hI+/vhjDBwY/mIyMzPx4osvYuLEiWhvb8drr72GW265Be+88w6mTp3KvE97ezva2y9ou83NzTzDNAR1YTW0yLWeZYBlVW2vqNVt8CazuiLD5zU/iHEcZYHVt3Qg3edBY4txA79AIMhF4a+HvVUNhrkdahg9t+yOyqIJqJFMgmN5vsw4KRTI3OjsSriOhgR3faXPQ5JTZsbVsi0VuDWPvRHzMLCKQkSmyuzmTbk/1VMNwJJxuJ2zOijaksatgEshue2223r/f/To0cjPz8ewYcPwm9/8Bg8//HDY8SNGjMCIESN6f87Pz8eJEyfw7LPPGioky5cvx5NPPskzNDJkCo1IxAq1VpVjFMPU+a1zHPU93T7uCrys05Jc+VmbPS+62XB9N8ZzbyuvMeV64YVoKCNSIT0ZHZVlrUc710Gkqx7YSh9NqbZiXMlWus1AXZt2dfPeXlFrqBCZeaoBWDIOuwJBUjUU0L12WN7Jp2bnYcaYvlfqb4mp1efzYfTo0ThyxLzdtIIpU6aYHr948WI0NTX1/jtx4oSVYYaAkiA6kEhTHOk6cLNQSBDAj98sR8f5gOV7Kc2wRI7jYTXVS/ZTkva0OR+iyZE8303veboCQVMabhaUSgAWRBNQI0HzbiWvQGaVmt0VWk7Q2bNg18arhZ4iYKWqRhTUtckz93i+yssl1abyhMVeDMByEvfeqgaSd7Hbm9yue7+Glg48uH4/lm9l56FEKyzxkLS3t+Pw4cO48cYbyeccOHAAmZnGwtHr9cLrpYUIeEGxJpfNzsOyLRVRXwdOWZT1LR2YsnwHfn776Ii5rXkszDi3KyQsldHfi4d/p58MJ+pRmJydburuVqAuV1RQvPMoV2mhGlOy0/G3f/7b9DhWLo6Ra9bp5oeiHkLZm7gTMXeWZZyS5MG9X8rmbgVAhVWlL12QldgpRUgNHgWVZ+4NSvai7XyAtGap8kTrqeZl02aB+lyzx17B7Dau4NfvVWHslamYMWYw6ZrRAC4PySOPPIJ3330XVVVVeP/99/H1r38dzc3N+Pa3vw2g27PxrW99q/f4lStX4k9/+hOOHDmCjz/+GIsXL8brr7+OBQsWyH0KTphZkzPGZEbMIuIBTz6M1TJLK6XHvBamuoz2g+pGnDpDS46kIs7twlOzjUsgFfzw92Uh7607IZZGla2HAydOk47TbhBUPg8nmx9SldR0X2hZqmyvjVNU24plvLAoB6mJF7x2K3Z8ahu3ilWlb9nsPKF1a7WqRgQ8MpU695bOHIn/941xZANC1EMpi7aA+lxXpiWSvs+STeV9qgkfl4fkX//6F+bOnYu6ujpcdtllmDJlCvbs2YOhQ7vrs2tqanD8+IUumh0dHXjkkUdw8uRJJCYmYtSoUdiyZQtmzJgh9ykEYGZNmsUKo4GKmzdkZKShm1nfVvMURN7ntvIarNjxKenZeAX3jDGD8b1/nTbtw3GquT0kB4EnIVYPDS2dSPfFo7Glg+x9i1QrcrM5QfV8vfujm/HhsUbbvDZOJp1ur6jFyh1HHPsWdKUvtKpJva7cbnCvWyfz41KTPHj6Dj4PLnXufacgG28dpOVkqMH7/LKUYupzpRPTChpaOvtUNQ6XQrJx40bDv7/yyishPz/66KN49NFHuQflFMzK7px2gfNicnY6/MleUv29kduaWp1gVUnjeZ9mtfhaiGw2i2fkYuyVaViyqZwZt9W6W2UI6q+NG4y1jORdIHSDkOUK5gVlTlCV1Ph+blsFolNJp1a/hUg1hAylT2Tdys6PS0vywNvPHSKrUnvCXQsKh3PPXR4DSeRZeM+RpRRTnyslkaaQAH2LqO2S7mVDAZUrIBKlV3FuF+ZOHoIVO+hJxdrJyWt9s5QKgFbqRn2fPC5jK8mRM8ZkIiXRY9j7Qq3MyRDU03L9mJydTspHiAQnAc+ciAZPolNVRla+hWhJsiylj9e44m0ux4Jy9eV3jJZu3FHnHs+ziCqvMpXi6XmZWHXXhDBDSf1cXYGgKdePgkgXX/AgppBIgJ0N58zA2yJdPTlFLT690mPZz8+j1VvdbOpaaBVEX5xpw1fGDBYW1HrJu8U7j2BtSTVOn+vszUdYW1KFewuysKAwx/FW5CJzIho8iU4oRqLfwmrITdaz8RCx8TaXY0E7RtmeMsrcoz6LFeVVplLczapbEaJs+OLj8I3rruw1VpQ8uAfXG1MPONVvTRZiColFRCq+r4BH+01N9IRMThnWt13PT32uhUU5jrf7njNpiGluC0UosfIRTp/rxIodR7D2H9W490vZXGMDrHnrROcEL+uoLGif1c58FRG3vKyQWySUPkURevj3H6G1o4t0TkpCP/zqnomoO9vuqKfYbO6xlDo1rCqvMhRHljxt6ejCc387it+UHuvNt5kxJhPf+1e2YR7cnElXCT1LpBBTSCwgUvF9NbpLWGmuu3sLskLGYdX6tvP5KW7WzJQELCi03qiR2sp93Z4qfH/dh8ykVsUrBCBMKKX5PLh93BVISYzvzXo3K6s83dqJlTs+RWqSB02txgy2iqJp1VvFOyciyRJp9Kyzx10h/X4ibnmZIbdIKH2BQJCsjADAd2/IRsHwDNPjnJo3RgprRn8vEOz2kMoagxXFkVJqfbq1M8TQ686DS+0J74TLpRU7jmDjvhNRU4hhhphCYgFWhI2sBbm9ohaBgDnxWVqSJ2zztpqIZWd+g5Pso3FuF5bOzDV1f245dIr5t4VFOVhQmNM7HkUoba+oxZ/KPkdDSwfWlFRjTUk1MlMSMGfSVaQcGUWxU/9XgfY9yPBW8cyJSIYqI+GZFJmTTofcZKIrEMSSTeXk4/VkjB6cmjdOK6wKRBVHat5cEKGG3owxg3FrXiaKdx7V9dw65a2XAUtMrZc6rMSUKZwSZlCE8ulz5w2Pc6E7qUy7eVvhFgHsF7ZOso+mEcvo9OACsHFfKJtwnNuFpnMdWFtSHea9qm1q40pEbmztxMKiHMP3IIutlDonGls6LLNSisIOZtauQBCllfXYVHYSpZX1zHN556QVpZ8yJuq4RdDNGkovcdeTMVqw2F9lzxun7iMTPHJSj9Nk477jusfKYCt2CjEPiQWICBtZlh2VSdHI8rDqhXCC/8Gu2LnWQ1XbdE74WnqeIMqmyYOsDB92LypkvgdZ3irKnFg6cySWbTFXCOwKVcr2zPFa7DxzUrT6gjImuz0NPBvkwqJrTO/pVIg7GkLpIuCVk+rvc7F0CI4pJBbAK2xkLhSqe+/Zr49FQU5G7/21QtRKIpZT/A96NM1WummyGlJZBY+A4MXlAxIMXcEyvVVmcyIlMd702Wqa2lC88wgeKrqGNC4eyHxWUQOB6pYXUfopYwoEgnhwfXhLBZnueTIpW5IHCwqHmx7n1KbZVzdnai6bAvX36cuhQTViCokF8AobmQuFOrGUklYza0rECxGJLrOiVqGijG2vqMXLJdVhf28kJAWbQURAmIGq1Fn1VmmV1Wm5fuac2FR2knSvFTuOYIR/gPS4dXVdC+k4s3filCXNo/RTxvTY6wfR3KYfppU5buoG+dTXzEM1QHe+GwVW105f3ZwVeWrWRVxPJjjJVmwnYgqJRfAIGxlVLcoGUXeGxp2hJB9SrEARa8FJYixRa5bSQt1qZFWba0MvW74Ga/9Rpdtrg0epoyhUrHwgXiWPR6jJdo13BYLYsFc/Vq4GhX/BSUtaUfr3VNaj9LM6AN0elilXh16XMiaznDFZ41YbHKz18b2p2aQ2912BIP5URqNwP3LqDEor64VDs315c56el4kX7pmAx944xCUTrKz/SFbKaRFTSCSA6mGwslD0Ng23C2DlKCla9MShabjpF7ssWYHR0GWWmsiofQ6WEmMEaidgNbQCghrOWlA4HAsKh6N451GsLakKKSmmKnVdgSCWbTGn2V86c2TYNxFR8nhcy7Jd43urGkitEuZMGmI6/5y2pLdX1Ias4eJdR8MUP5lWu4xrsQyOdJ8HT83OI3eS7U6QpXkhi3dVonhXJfzJXsydPARZGT4umeJUKNkuTMv1Y0CCB+v2HMPfj/wbZ9svlF0rMmFarr83bJ3h8+J/3hJf/5GqlNNDTCGRBEpM2UqCm96mYaSMAN2b5IfHGi1ZgdQJazdHAiUngyex1AhLvzIK/uQEfHGmDdV1rVjZU0qndx1WYzDecNZDRTlYUDhcSKmj5quk+bwhP1th6qW4lhVEYpPNykgyPcZJS5qq+FXXtVq+lwIZ4+4KBJGSGI9Hp1+LhrPtSPfFw5+SaNiDSm8Oi8yB2ub2kGo06kYZiVCyLOjnt3VzGBX1tJzYXlGLG57ZyZ2jpl3/kSb11ENMIXEQIguFsqlqPSVqy5oa79cTGNEyYbsCQew+8m/SsbXN1hNLK784C39yAr4yZjDi3C6M8PcPExKUxmC8uQOiHiZRS99KyGJ6XiYWFl1D6sYs0zUuU4mItqZ8gUCwV/m1ChmU4UbGiN7cNDpexhzgkTvR0GOJFyx529jSiZdLqjGpRxnh9fgqUK//aK1EiikkDoN3oVA21UCw2x2XMcAbtpmJCvBombCU/A81Gs5ecOeLWubFu46GudNFQ1KUc626TUW/sdWQxYLC4diw9xgzhKIOG1qpilJDphIRbU35lmwqt5zLpMDquHmNEbPjV9013nKzPl65Ew09lqigyNsnNn8MwCX8/tTrP1orkWIKSQTAs1Com0bGAK8u+6CoAI+GCSuW/3GhfNeqVSYj6RcwDmfJ8EKJfmOr3oY4twtPzBqF7/eEbvQ29FljM3HTL3ZJi1HLViKiqSkfJW+pv7cfWtrPM9eE2wUUzx1vady8xgjl+GVbDmPpzFzMX2+tWR+v3LEaSnYq4ZMibym5U3rQW//RWokUY2qNEJSFMnvcFcgfNtA28jFFgAMXBLYCIwEe6Qkrmv/hT0ns/X8z1lEz2Mlw2BUIouRoHR57/ZBlxlHRb2yVqRcwZi69f2o2XnyvSjpbpmwG3+l5mdi9qBAb5k3Bc3PGYcO8Kdi9qFCaW19myOob110JIPw7KyieO4GcaMoCjzHCc3yaL173u4nAiY1SFqM2BXY+TxDh6z9aK5FiHhINoqkECpDjohaxAiM9YUXyP7SbJ6Xt+Iy8Qdhazu5RY4cniBqG4rm3yDeW5W3Q8/jJqO7ivaeVtWpnUjZlDaf74lFPqEKZ1pPYGA0MrcpxPMfPHndFyHfL6O/FD39fhlPN7VzGh90bpdP5c3Y+z3cLspiVctFWiRRTSFSIthIowN5Nw0iAR3rC8loMLui/B9ZGrXzX9vMBQ4VEdDwsiIShqPcW2aRlhSy0G3ppZb3tIb9IdL81A8ugMVKMgwCemDUKP996mLTe4twuW3MjeI0R3uO13+2JWaPIFVtObJSRyJ+jyNtByV4ALpxq5svDmZbrD/tdtFYixRSSHkRLRYke7No0zI6VOWG1gnri0LTeNuB6ApXHYjBTGo026tLKetI9ZJVQioSheO4tsknbkfwX6ZBfJGBm0OitYQU/33oYs8Zm4sX3qkjrLdIeHbVSIMN4SU3y6BKBaa8D2L9RRiJ/jiJvn5g1CgAMPb5qmL33aKxEiikkiJ6KEiNEImNc1oSlkLpplQozIQcAqYkerLp7AqZczc7BUcAS4E56gnjDUE66TWVvcJEO+ZlBdmiWatAY9aB58b0q3D81G5s/qonoBsFrjFgxXng8hrLfg1XOFNnKNFXeGim2CqjKW7RVIrmCwaDcbD0b0NzcjJSUFDQ1NSE5OVn69Usr6zF39R7T4zbMmxJ1LmInYEV4UwWOcjW1J0o5F9AXcrK8Vk7dZ1PZSTy0sYx0rOx7O42uQBA3PLPTVNHbvajQceEnOzSrPCtrg1Ce9d0f3RxWccQ6zsh76BR43xPv8WbvDegmBVOICmW+B6OxpiTGR3Q/oMhb9THVdS3YsPd4SBVOpFMN1ODZv2MeEkTGvaw36QBEjaaqhqj1zBOi0PNE8XpoRBUnp1yXPN6AaCZwoiBaY9R2hGapLv7XSqtJx314rDEqDB9e65n3eIrHsKGlE/7kBKnvwypnit2eS4q81R6zoDAnKvcOXsQUEjjvXtbTzlOTPAAQEkeNJi1XBLwhCr3YLFXIWbV6nXBdksJQSR6smjsBUwxKwfsKnFL0qIqo7NCsct+3iWWgxxpotPDRlFfDa4zwHB8pQ9AKZ0oklWkjRGOCtwhiCgmczSNgaed6CV3RkFBrBaKCRHue2WKTZfXGuV2YnJ3eu7ntrWqQqpRQvAZP3zEaBTkZAKKvBF0EVhU9s3fAo4jKTFbkZRAGgKHp5v11ALbhczHMBzUikWfEy5kSTQmflwJiCgnM+Sr0iGVEwFtlES0JtaIQFSQ858m0ep0o+6Z6DaKxBF0Uotab2TvgVURlWeS8pduKQfPN/Cy8tLtKyPC5mOaDgkhQC1jhTLkYlMBoR4yptQfKRpHSEzpRQwmndAWCKK2sx6aykyitrOdm7xQh+9KyIvYl8DKlUphBteBllWRB2WRks4rqwYwZ1MmxRCtY76Cm5x1sPfi5oSIKhLPcyrDIeY0KtYs/vp9biFFX5nywKsNkQpRh2Ap45sDF5pHqC4h5SDRo0gmdNLV24oF1+8Nq5XktFCux0GiKK1NBYUpVoCeAKAJBhtUbibJvltegL5Sg2w2zTT8IYMmmcsPeL3rhFxkWOa9RofV8iSRq9yUPIC+c5sKgzoHGlvawCqBIv6tLATGFpAdmCx8Iz/PgzVGwEguNFF+DVbAEjpaHRDRkIcPqjYZGgrLH0petO2r1BQVqRVSk8kf7HmubzpHu+638obh1lB8IAnUt7SitrO/9Bjx5NbLmQ7QTPzoVGqHMgVljMzF//YGofFcXO2IKSQ9Ewyk8FgqlykILJ8mxFMjezFi9TlhcCzzCU4bVG02sojLGsvVgTY8H4UJvlL5k3VE3fQq0iiiPRa6nFKu7SRthoC8ej/zhI825Htw+7goU9fSjoSi3fdEDKCI/nKwSMZoDS2fmYtmWS9tDGUnEFJIeiG42PNYzTwgDoMdRO84H8FppNY41tGJoehK+mZ+F+H5i6UF2uXX1BI6MkIUMvgu7sv1FBLPVsSzfWoFfv1cV9vuaCFp3vO+hgdBkDoDhGjJSRCkWOUspbjQZmwvdOWcrdhwJ+1tDSyfWlFRjTUk1eU31NQ9gNIaF9MCaA3s+s78HUwxsxBSSHlgNifA0QNPTztOSPAgiNCxEiaMu31qB1X+vCgl//GzrYcy7MRuLZ+RyPUM0uHVFhKfVOLQd2f6igtnKWLYe/FxXGVEQhPPWnch7SO/vJV3bTKE3UkTVCrJenyWz8K0elDt1dgXMhk5eU33JAxgN8oMHWiNpW3kNHnv9EOncvpjT1xcQU0h6IBJOUcNModEKPT16aICPqZVlDQeC6P29WikxslSjJZlSVHhaiUPLZhW1IphFx9IVCGLJpnLTsTlp3Ym+B3+yNePA7QKK59I2P/2wjIeUo6I9LjXJg86uIM62nzc9l7qmnPQAVteZE7exZAglB++xNw5hgNfDJP0zk0925pjwlnLbndPXl3PArIBLIXniiSfw5JNPhvxu0KBBqK2tZZ7z7rvv4uGHH8bHH3+MwYMH49FHH8UDDzwgNlobwRtOUSM1sZ+hhWJkJc4ed0XIsdSNouN8AKv/zraGAWD136vwwy9fi/h+blNLNVqSKa24qK3EoWVl+8tQ7ETGsreqQSjR0y5YeQ+KccCb06UgEATSCLkerE2I+h6VHitKPxG9MI0RqGvKbg+ggpU7PsUIf3/m9cz6v5h9r9Otnbh7zfu6HjKjawOwNQzEU8rtRE5fXwl72QFuD8moUaOwY8eO3p/j4uKYx1ZVVWHGjBmYN28e1q1bh5KSEjz44IO47LLLcOedd4qN2EYoC/+xNw6ZtsJW4/S589heUctsOGWHG/O10uqQMI0eAsHu465ISzQdQ/t5czczYLyZyVhIkSBLUiAj21+WYsc7Fh4lw4mKLSvvQW0cKMfywux98PKJ6EHpsaI0iRMF5dvJ8AA+0PM+jcBSEs3k2HcLskyvrT1HkX1G12aNWWYYiLegwU7a+L4W9pIN7szHfv36we/39/677LLLmMe+8MILGDJkCFauXImRI0fiP//zP/Hd734Xzz77rKVB24lpuX4k9GMrWSxoSZgAWimx3nkUvHfk36TjqupbSGPI8NHi9qzNTBZ5UyTIkrT3zx82ELPHXYF8gX4yVMXg7fIaU2IqnrFQlYyBvnhHKras5i0oxoE/JfS50n3hxIV6MHsfIlV1ChQCv4lD01BaWY8V2z8VvhYAHDl1hkRSZmVuTs/LxMKiHMNjWCSCFDn2ZtlJ8ljUcqfjfEAoX8eq/FSDOldTkzy2KgR27hd9BdwKyZEjRzB48GBkZ2djzpw5+Oyzz5jHlpaW4stf/nLI72699VZ88MEH6OykeyCcxN6qBtQ28wsXvYUsi0VUi65AEPuPnyYd6+q5h9kY4IIhq6oRi6rshcTajPwpCVFvIVTXtZCOe7X0GOau3oMbntkphXlV8SyZYdnsPEdi0TKqQ9SMtiu+MRZLZ47Ej2fkIt0XLzRP1RANW6m5Km76xS7MXb0HxbuOCl1LQfGuSqlzgYWsDB/pOO27ocixhpZOw++idw6lAzLlGlZZrKlzdRUxL0kUdu0XfQlcCsn111+PV199FX/5y1+wevVq1NbW4ktf+hLq6+t1j6+trcWgQYNCfjdo0CCcP38edXV1zPu0t7ejubk55J9TkMmmald2+96qBpxpM0+cc7mA8Velka5Zd7Zd2DNhx0Iyo1ePRnQFgtiw9zjXObLo4BXPktGG8L2p2Zgxxpn3Z9Y2gKo4xLldaDrXgf/9yydYtuUwfviHj9DQ0sEM5wE0D1oGsZJHyzviT0nA/VOz8eJ7VZa8InqwuzWAqJJIlU9fGzcYQLj8MEJ1Pa0DshGU8YnS4k/OTu9tD8JCalJ3Mq6diCY+pEiBK4fktttu6/3/0aNHIz8/H8OGDcNvfvMbPPzww7rnuFyh0zMYDOr+Xo3ly5eHJc86BZlsqtRrUYWjAuqELBxxGTJTE0nHXj6gOx4ukjxn10Lqay21u71r7VznyKxgYiU/pvs8eGp2HmaMGSx8bV7IqlziqX6gJnl2BYKo+LyJcEXguW+MQ79+7pCS4Jt+sYs790TLTKwHu6vZRPOzqHJsWg/hG08X5D+V/Yt0nBEuH5BgeyKoE/Utkeh+HG2wVPbr8/kwevRoHDmin13u9/vDKnC++OIL9OvXDwMHsjeaxYsXhyg4zc3NuOqqq6wMlQyZbKrUa/3w92V4YtYo8sKhTsj/vHEYtxASSZ6LLaRuOEGuZwYnabgpY7FSHUJJPE33eXqrXSjPqbdxGaHhXEdIJVxppTFxlhbKaIrnjkeaz4uSo3WGIR47ibdElUQeGRLndmFarh97PqvH/N/ux+lzxqH5M21dws+j7jtjhep9b1WDaRFDY2un7eXykUzojxZY6vbb3t6Ow4cPIzNT/2Pn5+dj+/btIb/761//iuuuuw4eD9tF5vV6kZycHPLPKRglVerBaCFTr3WquZ3LVbvzn6dMj8lUCQjeUAxv8pws93xfh13keryuaKuJuTJhJfRG7WmjVLtQvS08CoVo+EKBkvc0Y8xg5A8biJxB/Unn2eWWF8nP4pUhcW4XCoZn4Ok7R8Olcw4LrGsb/a2b6v2wpfy1aAmVRDqhPxrA5SF55JFH8NWvfhVDhgzBF198gaeeegrNzc349re/DaDbs3Hy5Em8+uqrAIAHHngAxcXFePjhhzFv3jyUlpZizZo12LBhg/wnkQiZbKrT8zKx6q4JYb1F1OBx1W49+Lkp/wgALJ05svc6dnfUlEks1pcJgewg17sYOAlEQ28yNwqRMt/URA8CwSC6AsHeOUhVOhfcPAwFwy8Lm7/R4E0U8aKJyBDlnMffZMs+NdJ88SHHKdcGwnlIlL+Z8Z9QPE6R/iZambfqrvFYtuWwI92Pow1cCsm//vUvzJ07F3V1dbjsssswZcoU7NmzB0OHDgUA1NTU4PjxC0l92dnZ2Lp1KxYuXIhVq1Zh8ODB+OUvfxmVHCRasBYtwMemuq28Bsu2VJguSMrCobJxAkCapozXble+DKWnr26+aoEyZ9JVWLHjCBe5HssVy8qfiGRfGichc6MQKfM9fa4Td78USuRFUTrTkjxYOG2E7tqKFre8iJIoqsic6+jCwt9/ZHr9pTNHwp+SqHtt1n03EcuNjZRWu74JxbhiybylM3OR5osXktV92ajjUkg2btxo+PdXXnkl7Hc33XQT9u83J+SJRrAWLXUh89IRA8YLxyobp91JolaUHquEQJFahHoCRcnYV3vSUpM8ON3aydX23siij0RfGqchc6Ow4m7XzkEzkrHG1k4mUaLsNgVOQ0SG+FNoifX+lETmtVn3laG02vFNzIyrrkAQxTuPYsWOT8POrW1qw/z13fNNy+Rt9b7Rjlgvmx7I3tBEmSCNFk60sXHqQURgWaVbj9QiZClRTT2KyMKia5CVkdQ7n7ZX1JI9SBSL/mLvOipzo7CyHrRzcFquv1fB1IPZfLU7hBptsNMrJOvaMr+JmXF1/9RsbCr7nFmRJ1ptdTGwvMYUEtizofG6iCkLJ9rYOGXBCs14pBYhRYnauO84di8qDMnloXqQapvOkcZBPc4OOOGVklGpo5AdUpvm6UHLpWNUlUEJv0ZTNZTdsNMrZNaDLAhgziRahaaMb0IhiTTqyK0+lsfgiJbmqFZxySskdm1oPN4M6qKkNh1zio1TFkSTFyO5CEWVKKoHiZIEyHOcVWiVj8aW9rDEu9RED+4tyMKCwhyp71t0o+At8aWAZ12bHdvXeHaswE6vEOvaClbsOIKN+06Q7mP1m1hpSaAH6nyT1UMr0rikFRI7NzQeFzF1UaqtAVYoyEk2TgWR6vArexHyPIfdpYLpVCZRTlI9EVA39tPnOrFixxGs/Uc1nr5jtFTPFO9GwZO/xeM54VnXFzvvDi/s9Aop1zbKy3AibCHSdsQI1DkULaXLVnFJKyR2apWUbPzURA9W3T0BU66mcUV0BYJISYzHdwuy8GbZyRAhmu7z4H++OgoDByRgU9lJW1zAehu2Xl6EaIdfsw2vsSU05ipzEfKG7ewuFfQn086jHicKkcTs062dEY1Zm+VvudBNCb+kp6qjtrkNC39XZnrd1ERPbyg0GipleBAtlRd2e4U27tNv3eBU2KLhLB9TMwu8cyjSpcuycEkrJFY2NNYCDy0BHYKVOz5lxk2fvnM0CoZnkMagt2Gm++LxtXGDMS3Xj8aWDizbYl9iJ6uaRC+WzmuNxLldWDozFw+uN67GWrblMG7Ny+TmhDA7TiRsZ3f5JkVJs5tsTjQxG4hsFRDF0Khv6eit6iit1O/FpcX1V6djb1UDJmenm+ZEzJk0BG8d/DwqckP6euUFFdEQttD2PrICnryaaCknt4pLViHpCgRRd4amzSrtwRXBwlrgs8ZmYvNHNaYloLxxU9aG2djSgbUl1fDEufDie1W2JXay7s9K7BOxRtIIC1krTGQsQtGwnd3lm+rrK2OReX0KrMbDIxWz5jU0qIR2f/n4FP7y8anezVwvbyG1hzxRHTaI5OZvZ9K3XV4X0etGQ9iCWuJsBJH50tfLyRVckgoJb7Jb8a5KFO+q7FU69Db/mqY23ezpptZOBAEsLMpBVoaPa4F1BYLYU1mPx14/ZLhhrv57+HjUf7diqYpaybzWiIgwoS5CoLsHiZ6As2JV2V2+GenyUBmCOxJVQLyeM2UeGXGLqKEmptu9qLB386yua8GKHeF9vSJVdmlnjpxdXhcr142GsAU1/MwiTlxYlCOcFB5peSEDl5xCIhITV8BSOoxwoQT0REgJqBmoSlMQQNDgYay6Ka1aydRNTVSYmC1CALjhmZ1MAUcd39s9fYa0yqQTDLiRKg+VIbiXbTmMxPg4R4WhiOfMjFtEC3VIKn/YQHQFgrjhmZ3MYyNRdmlXCMMur8u28hpdpZB63WgIc5oVHrgA3D81O8yTzqvMsbxIfb2c/JJSSKzExK2Ad+FbUZpYELV2rVrJ1E3NSviFtQi3V9SaCk7q+F4tPYZXS4/pCg7RRD2qazpS5aFWe/MA3WFFp70DIu5rSsdXLdRres9nxl2AI1F2aUcIwy6vS1cgiMfeOKT7N+p149wuzBqbaWg0zhqbyT0u3s2dZSSpZcej00fqtiVheXLV4yneeQRrS6pDOimrr92Xy8kvKYVEdo04L+xqAkaBqLUreh5vEpXVGKh2EVIF57s/uplr01Xc9avumiDcawLoG4mGZqRTFETKO8DrvraisG8rr8Fjr+tvplqUHK2LOg8Xzxq3y+tSvPOoZbK5rkAQmz8y7pi++aMaPDp9JOn9W1mjZp4Krbyi3GtbeQ0ee+OQlEKCaMUlpZBEugbbjiZgLgAuF8Dqrm2kGFC0fxErWTSJSmYMlCo4PzzWyL3pBgHM37A/JFTGo0z0JYpnI2tv6cxcHPniLF58rxItHV3Ma0SKlInHfS2qeFfXtWLljk/Ja6N411G8vv9fjiiedlRe2OV1WVtCC4Wb9fqS1W5BxhqleioooapAAIZViIri/8TmjzEgwYO6s+268z1ayr9ZuKQUkkjVYPMsfBGG13k3ZuPFHjcl1bNA1f7NPBdBhJf/WkmikhUD5RGcs8ddYcj0qAdt3g5PE8C+RvFs9k2GDEwi8XhEwiCgbgrUZEQ1/MlebNh7nNtz5JTiaUflhV1eF3X4QfS6spQlJ9coJVS16PWDONN23vRaQQC1ze24+6X3e3+nlul9wSvrjvQAnIQidFhTyIXuD+RP9jKPUR9LAe/C51nIqUkePH/PBCye0V2C6E8JPdefkqAr9BTtXyt8FUG5rTzU7alYyXrXf+GeCfhwyTRsmDcFz80Zhw3zpmD3okJLE1zZRGaPuwL5w2ikcVrwCs7peZnYvagQG+ZNwbfyh3LfTxFeT/65Al0sdxX4XN7RBKNvQiVnq65rtWt4lqFs3jzreu7kIULMnNS5IgNGa1dEIaLKUDu8LmpiOj3IUpacXKOUUFXTufNMD7gZFJm+fGuFrsyvaWrDA+v2Y+tB41CXU7ikPCQ8ZaJGx+hlSacmeXDD8Ax8UN0Q0sWR11vAEyJpVE1kqmeB0vzpsTcOYYDXgymqjcfs+k644nncjVbc1ckJYsuCEpqIBq4E2ZicnY5BA7w4ZcLrs3HfcSwoHG65i7ao98zsXLOeKAoUq7L9fED4OZwMY7HWLmCeRKlFJL0u9xZkkXp9WQ1R2bVGtfNv4tA0cqhKFGbUEAoWbNiPYozHjDGDbR2PGS4phQSg5ymYHfPo9JEh2c6nWzvx1sEa+JMTwtrO8yxOLSGWEbSuQ4p7mhJnPd3aibvXvB/mzotk9javu5FXcMpsxGYkqKxacdEYA95eUUtyuVvdgK24nKnnqjfv2qZzaGjpQFpSPBpbO5Dui4c/JbH3nVMZXo3glOIpkkTJAm+ul9mcbWxph9sgDw4A0pI8WFCYY/qMMpQl2WGp7sqYo1hbUhWyTtJ98eRQlRWYUUMA3e/+wfUH8EJP6XCk4AoGzYYaeTQ3NyMlJQVNTU1ITk6Wck2KYDc6hpX0pFxBBjvq428eIjX92jBvClnIbyo7iYc2lpGOlfUsVmHlXbME75xJQ3qVxsaWDsxfL6/M2uh7KHwVZlacHmcNzybilOLCSshj4bk54zB73BXc99l68HM8uP5A2O+pc8COtWr2LSngWbuyIOt9UNpnVNe1YMPe4yFeY21egxnFgYtjTMrz8SpbHecDeK20GscaWnFVWiLW7K7GqWbaGu0KBLHns/oeBTWI/Kszer3LRpUx0YhMhuyxAp79+5JVSKxAEUQsa9poU9Fex2jTePPASVKyII+QL62sx9zVe0jHAvRnsQsy3rWZgDSzznjgdgHFcycYdlxWhDCgb8UZ5f1QNhGnktfMvo0eRDbgrQdrsGDDftNKMr05IGutsmD0Lc022UisKyfeh5mnUbnqqrvGY9mWw4bHUtaTHngU8uVbK7D671Uh80v5fqzveF9BFop6eog9/qdwhSM1yYP/e92V3ESa0QDZSjLP/n3JhWxEoFC4l35WB8CFlESP5Vp8yqZBTRbkSYTlLeONVMmmAhm8B4q7elt5DVbuOBL23DLzCgNBYP76/XjezbboRFze1Kx/Chkcj1KiF/f+8FgjvjjThroz7VzKSGqScVKiHraV15g2XTSaA3Y3XDP6lkqbCeU+CkRzLWTAzvdBJXRU5uySTeWmHuBAkNbnSgtqeHn51gpdpUF5hqT4uJCSdsV4WVNSjTUl1czrnm7tlKKMuHo0ItY7dbmA//qP4fj9h/8y9OgYUUNoEcn8tZhC0gOWRm3F5cb6sNQad2qS1sShaeTkNFGyq0hNUidK+XiRmtgPp88Zl+GZlQUaJQlr52IgGCRtInsq66WWK+opzVa8Sfd+KZubJfPJP1eQj9ebA04kERt9y/FD0sLeYZrPg9vHXYGUxHh0BYKOKiV2JmzyrK8gQApHi4yFio7zAaz+u7HS0NrRhde+Oxm7PvkCL5dUSzVezOACcH8PpQNLVq+a252ImntFsmHuzLwbs8kKUqToMYCYQgKA7a0woyE2g96H5a1xN0vSmjU2Ezf9YheXe55aTWD2LE7AqVI+KtJ98fjS1QPx1iF2mRzVytSz4vTmYmqihzS20s/qpFm/LKVZVCCnJnmwoHA41zm830xvDjjVcE35looy+dbBz3H5gARMy/X3KivbK2rxp7LP0dDS0Wtha9eq3bk/dr0PO1mw7ZI9r5WaKxhBAP+sbcbb5bW2jEFBus8ToqCp54WeUqudN5SeXqlJ/zI0rEWI8mTjkldIWIJXpJGeAqMPy+sypbiERdzzilW357N6zP/tfma2t6xJKipoJ2enGzY9k13KZ4aGlg5DZcTKPVlzkZ6JT9u4nPQmKXj6jtHcGysPxweL+8IOtlIWjMKwALC2pNpwrQKwPffHrvchur7SffFobOmw/dvo4VgDjRdnX3WjrS1HMlMS8O6Pbu4NhWrlI5XSgbenlxqRDCOqcUkrJHYIXrMPK+Iy1ZtoE4em4aZf7LLkno9zu1AwPANP3znaMMlSEajqsJA6l8BMwbCSZLm9otaUOGjOpKsMrwFExsNTXddCPrYrEMQTmz8WmouK4M4fNhDFu46aHu+UNwnoLtdcfsdo7g11W3kNlr31Mfl41nqzgzeDNV5WGPaBdfuRmuQxXKuL3zgUwiukPl8mq6td70NkfSntB+avNx+LHZ6joelJpON88XGW7mMEF7qfMb6fm9ubSjmOuscNSvbiiVmjIs7YekkrJHa4Gc2I0ERdptqJVlopr7soxd2nzczX5hKwFAwrPSGoOQQrdhzBxn0nDN87JZlXZrWNMq4R/gGkRV6882hI5Q8VasE95eqBps+YmuRBIBA0zF2Q4U1KTfTg3oIsLCjM4d44eLpdd1dhjDd8xzJ7JOmBQjZoplTrKSPK33hzf8xgx/sQod5X7vW823gsdlWNfTM/Cz/bethwzbtdwB0TrsSbZZ8L34cFUWWdB9Q97v99YxwKhmfYNg4qLmmFxI5kqaUzjRdJtLIJ8rr7tItYT8Gw2hOCR2GsMVFwKJZh8dzxSPN5sbakCn+tOEW6rxGoG8m28hqs2PEp6ZqpiZ6QEI52EzFLWGaR3qkh6k1aOnMkMgZ4LVmwvF5LakmorB5JerC7i7iRcSHqOWB5XT881ohNZSe5vaDK+qJy0txXkBWS/8D6NnY2oozv5zZN9px3Yza+NDyDu8GoEawo67ygyv+6s/zGkB24pBUS2W58F4BlWypwa55xmCQa2QSVsYm4+wB9BcNqiSGvwhhEt+ubpQBQLcOSo/+WopBQvFS8lSSr7poAt9tlmf7cSKDzloYrSvR3CviqaPRA3dwH+uLxs9vzuDYju5iGnapA095Hz3Pg88bhppwM3H19VkjrBz2o38e28pqw5HiqF1TB9LxMLCy6hqRcF+X6mWNRIGLQ8Cpoi2d0e4C1PCRuV7cyovxdpDJRi2/lD8VtPdWTTuVpOJXULQuXtELCK3jNQA2T8LhMWQvMiWQ9XstP+/xWvTgii6SxtRPFO49gQWGO7nujWMr5V2egeFcl971ZsNoyXUFmSoLpJgN0z6/CawfhN/+oxortn6K1syvsGCMPFU9puOxkOOqcWTJzZMTj3QqcEubq+7A8By3tXdhafgpby0/1WOLZpm0sqBVVSj7MwqIcZGX4dK+5oHA4Nuw9xgw/8sglXoNGNLSzeEYufvjla/FaaTWq6lvgAjD+qjRkpib2hjZZMjszJQHfuO4qPPe3I6bPc1tepuNcTk4mdcvAJa2QULwV90/Nxu8+MC6X0oIiVCkbo9kCsztZT9TyU86zqp2LKoy/fu8zbNh7IqRKQ/3ezCzlKcMGGlb28EJGy3SAnuBH7ctjpECzBLB2rslOhqPOGX9KopT7aSESAqEI/cT4OLR2hCuGVPiTvb2bBtVzefpcZ4i3Qm9z5vWCAt25UaxrxrldeGLWKNMkeYpc4jForIZ24vu5cUVaIl7aXYWapja8tud42PMZNSn8/QcnonLTdyqpWxbckR5ApGHWnnvxjFx8uGQafnvf9fjaOFonRKpQVTZGvZbuygLTbirKAttWXiO9tbjoc7DOs9qqXFlMyrFUtHZ0hZWMqt+bGeLcLjx9x2jDY1KTaNwgZq3Yqe94YVFOb4LfDc/sxNzVe/DQxjLMXb0HNzyzs/e5WPPGCCzBPz0vE7sXFWLDvCl4bs44LCy6BoPC2IPlCjI72ttTYfZuWTCap8rP35t6taWxtZ0P4C/ltSitrMf/b/snQjkremvAav6L3jVlySXq2sjo7zUM7QQBPPb6IZQcrUMXI4OVIm8BfZlN+f5ObvpdgSBKK+uxqewkSivrMS3Xb+s+IROxXjY9oDbbE22MxjsWnn4TdpEp8TYP03t+kb4tWsjqxMvzfcyaxn0nfyheP/AvnGkztnp/dZdx0iXlHSsNr1gJxsqTUHqD6IHSu8LuZpJ69wL454zoWhB5Pu29Glvaw96/YmFPy/WbrunUJA/az3ehtSNgOl5RaNcAT7NN6jUVWJVLVHn77NfH4u4175OuqZQap/niwygUrPb3caqHlBGMxmBXUrcZYs31bISIsORdmNQGeE50CmU9rxZGzy9joSrv8NXSasusiUtnjjRMwBRpGscCz2YPsOcUZUNL07A9UuBP9qLksVtMm0CavQ/ZXUJF5ozoPBNpOMe6l3az0+sQDuh/5/+8MduUylwWlHnJ22yTck2ZoKyN9vMBS0qVliWVBcrzOdVlWw9OGg08iDXXsxGs2PqgZC/mTh6C9vMBlFbWh5St8QpJJ/pvUMF6Xm0GvhGHgYySS8VVOjk7HROf2m4pv2PZlsN4aXcVc7wyyzhZ30gruFbdNQHLtrCTnCm8M7zKCADMnTzE9DtQ3kdNUxuKdx7BQ0XXcI9BD7xzxkoOgUjyJOte89d330uv+7ZRMvvSmSOxZBOdCM4qlHk5OTsd/uQELlZcs2uyILJZUwoASivrLY1bZk8duyq5zGCVYiFaEFNIBKAVltV1rdiw93hYspcotXt1HY3S2KnsfiPOAqpwkbVQlfwOKt8BC0bfQKaip/eN2Nb1SKT5vLrv1C7lMyvDZ3oM9d48RHAUUOeMVWHMYwBYvRdL0dpb1YCGlg7SOGRAmZdxbhfmTh5C5sGhXFMPVrykZsqp7GpJFrTPF0lviBZ2d7V2CpaSWpcvXw6Xy4Uf/OAHzGPeeecduFyusH///Oc/rdw64lCEpbefGyt3fKqbRPlrHWUEuOB6fPLPFejqYc0srazHm/v/hdXvVeLlEnO3rTrr3glok7kUqmO9hFxRaJOxWAlo0/My8cI9E5CpTdJK9iI1yUNKs9R+AzVkKHqs5Euj5Ln56w+g6VyH7juljindF8+VZkq5Ls/70HufdoNHGOuBpxrM6r0A/cRIp7hM9OZlVgaNQp3nmmpQE0aNYFQAIJr8ToXe8xklQFPlGC+MrhtNXnUrEPaQ7Nu3Dy+++CLGjBlDOv6TTz4JiR9ddtlloreOGlAoo1lQBFfxzm7ac94QQcGwgdjzWT3qzrZL0c4jre3zWlBmzLIUAiOW1WDV4mJl1luxrql8AqzeIKzjKUotDy14JKwwq8KYh6vhrYM0CnFewe+Et5M1L63c26yKxKlQgkgHcwr0no/St0gdUpaR2GomH/saARoLQh6Ss2fP4u6778bq1auRlpZGOufyyy+H3+/v/RcXZ1/DIqcgI9dgxY4jQtd4/cDnuPul97nKE1mIhLavvb+IBaVnNbFKDo2g3TysWlyscjor1jW1tHDGGPPn5y1FVN+bAqetMKqQZTU75CnbpN+LFnZVoChFVjEt93IsuHkYHrplOPzJ3pC/seallXublY7K8ChRMT0vE0tn0uepHtJ98SE/a59PpG8RjydIDxT5GMlyeZkQ8pDMnz8fM2fORFFREZ566inSOePHj0dbWxtyc3OxZMkS3Hzzzcxj29vb0d5+gemvublZZJi2I5rcX6K9HSKh7athhwWleE9eKanCsi2HTY/X22Sm5frxg6IcrC2pDukdowcXugXZkpkj4U9JZHqXrFryVIZftfdoR0Ut3iw7GZK4J9JEjYcWXLYVZua9o3q0jHJcqO+2OwnUa9oIceO+41hQOJw8Z9UEVlZU/u8WXN3rnfrvW64heT15+9AsuHkYcgYNIHlSnQwldAWCWLaF3oZBDWUNP37btTh9rhPp/b3wJ4c/n4gRSpVjevMcPedR5GNfIkBjgVsh2bhxI/bv3499+/aRjs/MzMSLL76IiRMnor29Ha+99hpuueUWvPPOO5g6daruOcuXL8eTTz7JOzTHEU3uL5HN24q2L6uEzK5krDi3C98pyMZLu6u4GRT13KNJPUybrMVO6asiw61KrT5RvEf5wwbi8Zm5UsJxMmnBqaCE8tSbuRFEE061XD83DM/AH/efNLyXyJxlKUUDffH42vjBWFtSbdiZVmsB8ySSdyucOSGJ+SwUDL+MfF0nQwlWPNZBAPUtHfjhHw8CuDDHtPNEVHEyk2OseT5n0hCyfLS7q7UT4FJITpw4gYceegh//etfkZBAm0AjRozAiBEjen/Oz8/HiRMn8OyzzzIVksWLF+Phhx/u/bm5uRlXXXUVz1AdgWiuASW/QQS8m7ed2j4VdlpQIrTJLI/RuR7a7xSNx4hnsfP2lWB5BngrlmRWOMmiBaeAp5R3el4mfmDiwaGsD713JUrMJzJnjZSiiUPS8eD6cKVL792L5IQtKMwJa7mgvQ+vwulkLxXq+9Z2zNYDy/CyqjjpjdFonlOrn0qO1vV+63d/dDNXBWQ0gUsh+fDDD/HFF19g4sSJvb/r6urCe++9h+LiYrS3t5NyQ6ZMmYJ169Yx/+71euH1epl/jxbEuV2YNTaT2b7ahe5eOJs/qgnTWOdMklNqpwe73aQyS8jstqB4GxmauUcT+rnx2/+8XiiZmEdBsov1kbVRUTcwp6wwkVAetVqEZ96zNgsKROcsS4GcMSYT3/tXdlhnWperuzOt8u5F5063wplLVjgpc8apXipdgSDqzhiH0RSsunsC3C4XapvbsOytj3V5SFhzjCfBWw96pcOihRFqFO862vv/yrfW48KJdnApJLfccgsOHToU8rt7770X1157LRYtWkROVD1w4AAyM6PffaSG3uLbXlGLFxnKCNCtjCyekYtHp4/UjQ1u3Hdcaka4AqfcpDLivk5YUNQwByV8VNvcDrfLJbzYKRu61UZhLLA2qlljM8OUZpEKJ5lWmEgoT/a852k8p4YdoSug+/vp8RoFgsCL71Vh/JDuAgMrc4eqcPIoPXYrsVQPlvJdplzdnQBfWllvSIqmN8fMjFAzNGq4ZmSSMCqQHVZ3ElwKyYABA5CXlxfyO5/Ph4EDB/b+fvHixTh58iReffVVAMDKlSuRlZWFUaNGoaOjA+vWrcPrr7+O119/XdIj2A+9Ce9P9qLtfMBQWG3+qAaPTh/JtHgoSWwudIcJmlo7TQUjryC0Wt4qI+5LsaDmTBqCtw5+HqLM2bEZOpWAZ5arYEeZJEvJqenhy9HCTKjZzUgp8i1kK7cim4VdCYRmylEQwOI3DsLbr5/luWOmcIoozHYpsVQPlt53EZljilIoimVbKnBrnp97DAA91M/zrSNN96CFdKbWmpoaHD9+vPfnjo4OPPLIIzh58iQSExMxatQobNmyBTNmzJB9a1vAXHwmWfaAeVjDrHZesTgAmHJriAhCI2XACLItQNZ7SE3yIAiEhLaULrs8lT9Ua47Hwu44H8BrpdU41tCKoelJ+GZ+FuL70avoWRu6HUm+IpZ+pOmmRbwdssMDIoqnXQmEFOWosfU8gPPMv/PMHdb8tKIwy1Zieea13nfhnWOiHjM1RL16C4tyuPiqKN86GpoBamFZIXnnnXdCfn7llVdCfn700Ufx6KOPWr1NRCBjApoJNbXlUNt0Dg0tHbolZ2akP6KC0EgZON3a6VgJWTgdf4tuxr9eDxutZabW+qvrWrFyx6cka45qYe/85ync/dKekDj+z7Yexrwbu0N0VmCHl0bULRxJummK905dVaJ88/bzAfygKAcb9h4PMRpE1keGj5bH9uMZ1+Ly5ARbLUyZFANWrhVNFOXUec1qpsnrUZMVXhHx6i0ozMGCwpxeuXbk1BkU76rkupcadoWFrSLWy8YAMiYgRQOmWA7aDTvD5wVckMLUasR6qlVU0nwe/M9X85CSGI9NZSeF781yFeYPG9jbfZUKtWUWCCCsSZ3ZOYo1R7Gw865I1u3IGgiiN/RhRSmxI//H6mYWCb4dSinvrLGZzARgf3ICFhZdg6yMJPH1QTw8d3AKCoZn8F2bEzIpBqxcK5ooyqn3yBjgNeRfoXrUZD2TFa+esk+UVtaTFBK9bx3NjfhiCokBrExAOxLb7Izb6117el4mAgFgyaby3sZfDS2d+O/fHQjxDvC6+cxchaLlyDVNbbplkWbnqK05owS8H982Ev/9uwOG11z99yr88MvXcoVv1LAjydfqZhYpvp3peZm4f2o2M4FQieXrJXqeam7Dyh2f4vl7JgivmbqztKoN5ThFya5tbkPD2Xak++INifJ4IKOBnAyZFE0U5bJ4fagJt1afifX+RZJ+rciJaPJyaRFTSAwgOgH7EjOeEbaV12D++nC3npacicfNR3EVtp8PWB47D7SKJ8tj9EpJlSExFdD9bl4rrcZ9N14tNBY7yiSt8OXYUS1CRVcgiM0fsem2g+hWAO2y9Hg2PKNKDxlxeSr5GwuyZJKTvCJOjYWacEu5X2qSB40GoW5tgr5yD96kX4qcWMogRIwmL5cWlrr9Xuyg9AdITfLAnxwquMz6O0QDzHrU8OTPBHv+mXV6pdTcP/nnCnLsXhb0Nh69PjnHGmj9SYyOo/QGYvXj4Z1Xyr3eOvg55ky6ilsZASKrVFM8ZUYKotrSEwG1P0hjS4durxEFNRZ7mShQ5kW6z8N9riyZxNP3x27IHIveehe53/I7RuMFnbWbmuRBSpIHK3Z8yuw/RhmDGkZy4v6p2Vi2pUK3P1k0ebm0iHlIDEDRQp++Y7TtnAyyQcmuFgmb1DS14ZWSKmQM8Oq+B6qrEC5Ydk9TwGvNDU2nEW9dlZaI0sr6sPnAy91gZV7p3SslsR+a284jSHip0UA3LctCE70OzQodiWVbzBV3RWEvvHaQJRbN6XmZKLx2EKYs/1tvGFULF4BByV78v2+Mk9YNXDuGaKEod3os1PtREvRlJJDqyYnGlnbMX3+A6YVeddf4qPFyhd07GKSIp8iiubkZKSkpaGpqQnJysuP3j8byKFGwQiaKqFIWx6ayk3hoY5mle2nfEfWaz80ZB28/ty5jpCxon5eCjvMBXLv0bUOr3AUgOdGDpnOhZcmzxmbq5jqIjMMMVthFAXZVgtMorazH3NV7LF9nw7wplmLhy7dWhLGjul3d7Kj/MWIQ1xjTffEhioSoHFG+MaCvKK26azzSfF5bjaRo4rBweixdgSD2fFaP0sp6AEHkX52BKTpeDSVBn2WIKZv/7kWFUsZLvd/SmbmYv549f2TKI579O+YhIcAJZkonwJNdLcNdp7UAeFyF+cMG4vl7JuCxNw6Flfq6XCBZ+UYQsaDi+7kx70Z2kiXQ/R6bzoU3JGSdIyPXQS2MM/p78cTmjy0pcayqBKdhNZFThqVnxo56votvZFqvhqiVbGSpzxqbiWVbDpMNKNHN3G5yPB44PRZtBWLxrkrdd+x0Ain1fmm++KjxcqkRU0iIiKbFJwqexTE5O53UhMoI2s1WJAmtSYd3RDn5uwVZuCI1Ecu2HCaNZ2FRDrIyfLpClyqUF8/IRSAIvLS7iqwUUdz5okJJtPGbEaKpi/WcSVeROtCyYCWfgZJH9WaZcddfM1hRSPXd9R26iegsxedi8v46BR4OD6cTSHnuN3vcFVFnaMcUkksIPJM1zu3CvQXZlhsAajdbagUJxZvzdnkt3v3RzXhpdxXJih7hH6ArZHmE8rbyGrx1sMayh0YPvELJamhGi0hX1ahhVdFKTfTg6TtHC2+qXYEgXimpMlXgG1o6w8IwvLCikKoNJcVdT606iiQ5VjSFe3jAy+FhJYFU5B3x3i/aDO2YQtIHIbqYeSfrgsLhWPuPKl12VF4omy01KYzqzfnwWCN++tVcPGBSDsmyQnmEsmwFQAsez4QMFmE1oqGqRoGM97zq7gnCZGW8ytDscYOxtqRa6F5qWLWSeT2gkSLH6steGd4QjGhpsug7iqaybBHEFJI+BrOJaqSs8E7WOLcLT98x2nSzp0C92VJycnhdjwuLcgxd+3pWKI+1g57/tyvBVnnvVGVTdpfQSMeOFVAULXdPDpHRHJ5ytZjVJ6IMXZmaKHQvLZzqvl3b3Eby/thBjhWtlOVU8IZgRHiFjBphmr0jO3iMnERMIelDMJqoD6zbj6+MycQH1Q0hPTwUZUVRAGbk+bFGx5rTC5kovUEWFl3T0xuEfwNkaeRmrkJeb05Who90vFqg8Fg76Pl/OxBE93vXo+pnWUWyYs4uAA/dkoP/uiWHKaScdK9b4R6xKnB5vU7K3E73xXPfS+86Vq1W6ppZ9tbHaGiheT1Z80xkTsigLI90qEckBMNTmkzr6nzI8B1FU1k2L2IKSR8BRVi+dTCceKm2R1lRmuUpcLtCBbt6sur3BvHi6xOuwB/305P4rGwQjS3tYWPUXlstxEUEBY+1EzCjaLWA1CQPAgFwJSPKSjwNAlj5tyO4NtN6fo0MWFG0rApcHq+Tem5/UnuWfA87rdaJQ9MM14wCqjIC6M8z0TlhteIkGkI9oiERaqUmratzJ4p3HsFDRdcwj+mrlaExptY+AisdW4HwLrlKUuZ3C7KwYd4U7F5U2KuM6LFOnmpuxx/3n0Rqkofac0yYHbKbsv6AqWBVC/HJ2elhjLlqKKyaakHBo8RYSVo0w+nWTizZVG7KYKtmdSWxCCfSGT31WHZZc0FRkqwyj+qBV9FK93mw4v+OC5nDouBRhpS5PS3Xjw17j5sfn+zFr+6yzr5rhA+PNZquGSr01gtAnxN6jMQ8ISXtuXbPRQqDMmCNHZbCxEp9R2tLqg1Zsan3oz63U4h5SKIMLJek7L4C6kqVH8+kV7YoYFl6P7DYYZXiCXIB+M6XspCSGI+uQBBxbhe2V9Si7XwX83ggXFDwWDsi4SoeGCk8epajWaw4COA8h3Cxkl8j0+pSvglV+W5o6YQ/OUFKngO1ZYGaOK60sp40N+ZOHoIZYzJxa558q1WRGW9LUhBZ64U6J86fD+Anfw4NC2WmJGDOpKtI99eGlPzJXrSdD5DnIm9Yh9fzYmdIhKqQnz7XyfQkUZ8/GjxOWsQUkiiC0QSxgxtCu9FRXKqnWzuxsOgabNx33Jb4JMUTFASw9h/VWPuPakMWVAWpSR4svyO8BJQnAczI++IU9JoA6glGpcHX2fbzwtePVEfQOLcLs8ZmGpLPaSFDWd9WXoMnNlcYHqMoqGoWW+q9lRwn2WWWdvDQsNYydU4s0GFjrmlqw4odR5Ca5EFTa6ehwaENKalz4ozuu7eqAU3nOrg2WdEkW7tCIpOz05GiYXpmQU8RpioZ0ZpcHFNIogRmE2TVXRNs6++iCFW6cE3C7kWFtsQneTcXIxZUBd5+7t5KGS2o1g6v5U6FC0Caz0OK6+sppVrBmNHfix/+vkxoLKL5NTKhMKPywKqyTqmsYXkNItmozI4ydKO2ATK/NcurZwU7Kmrxckk1M+n/voIsFPUQNFI9wkZeQDs4POLcLkwbeTkpV6/hbKiiRlUyIuX9pCCWQxIFoHTBXbalAktnjrTl/oqw5BGuvJ0pecdCBUWI1Ta3G3Z8nZ6Xid2LCrFh3hQ8N0c/H0HxprgQHjsWhXKdp2bnkbrKsqow1N/C7XKZWpSU61O/Q3VdC9e9jCBS5WL0XmTec1CyV9dqpHYEls37IPKuzP6eqfH+aCFDqTrd2okfFF0TlktjtVIJ6GbNNXofa0qqQ7re8lbZOQUqf476nVE7qSvhnGh8biCmkEQF6P0HuoWirPCBVlhGSriqYTYGUZhZdxQFi9XumwrtJZWExhljBpsmyi2dORJ7qxpMk894rVij/BrKPNuw9zhzLLwJc6JVLlaUYeo9/983xum6sK0kOVoBb5K7PyUB35uaratQU8cpa20qHla1AbDEgrHlAjDQF0+uHlI8BjsqaknHy/YCmsGfQuO1UR/Ho2REyvtJQSxkIwFWa+N5FobSf6B45xFSjw+l3JdSbhgNpDpGY7ACWS5zJUSy57N6zP/tflKvH+VtFc+dgDRfvO48kdUsjfc5WfkCcW4X5k4eYto6QPE+aV3XWw9+jiWbysMSG43yjHirXGTkLFHvWXeW7XWKBO8Dddw3XXMZHrhpWO9cGz8kTXicstam2sOqoLtrLj+UtTV73GC8TGTLVcIS1D5ETvd2ooSHtYYhdT6UHK0D9ctFoqdVTCGxCKuZyl2BIPfCiHO78FDRNRjhH6B77zmThoRUuugRbmmFkJoI7QdFOT1EaO3M4+3E9LxMrLprfNiGJgJZpFNqxLldcLtc5MaD1Hcno1kapXIo3RePJTNHwp+SaKg8Z2UkkZ5PKwyXb63QzesxY5qkCkCjPAdeyMoBcZr3gTrudz/9N+ZOvipE8RUZp5l8SCfmQaX7PLprkTJvU5I8SOgXF5LMqaytlMR4skIChPYhamzpiCqadbXixxqXaC5T8a6jpsdE6rmBmEJiCTIylfdWNZAW8kBfvDDZjtlx+kRoCVhosYRXFNvKa7Bsy+GQ9+JygbuhnTLaOZOG4K2Dn0ck+XbBzcOwcNoI8j2tNEtTzjfq7RME8LPb80IU0dLKet15IbJZbz1YY5hkHNQZswLKpjQo2YtrM5PJ39PMeymz94eTjcqoSdasOcIzTop8mDg0DTf9YpfpeJ6ancdMEDXzzj59x2imHOsKBIWS/r/W04eIxyPsBFssy+vGMnbN5jEVTnnCWYgpJIKQlalM3dhmjxtsKdObdRxLqTrV3IaVOz7F8/dMcLQbJGs8LGVEeSP3T83G5o9qwspfg0BI2EFWnT11sy4Yfpnwwra79NbMu8e7WXcFgliyqdz0vqwxU7hVzrSfx90vva87Xt7no9wTiM7eH2aKpwIZc4QqH4ysegD43tRszBgzmHkvauhL7zlEw0nTeqpuqGEsJ7k7eLxZssJpkaaXjykkgpC1WVA3NlbZqhVEW/kXtbEai/L+0ekjexdvdV2Lbo6NrDp7J7pqiiSfKe+QBeWbBgJBzF9/wNS7x7NZd3v7aIy2rGdjbUqJ8XFo7ehCS3so+R0rDMTjveyrvT+m52XivoIs3d5UWogkKPLKB9Z7HOiLx7LZeZgxxvw9Wgl9se6vB/X6jHO7SPfkKasVGT/rPIoi2RUIIiUxHvcWZOFPZZ9zM0svuHk4CoZnRJxePqaQCIK6wBX2RNaHprja7KpsiRT5leh4gG5lZOnMkcgY4A1b7Mri7TgfwJTlf9M9X5aiZWaRBNE9TiuLWyRkQv2mRlT16vfDs1nzbHpGz6bdlKr+3YKVfzPu5Kxl6uRVtPtq74+iXP1mmVqIJCiKyAcZ79FK6Et9/+09vCTUhH6je1LnVCDQTdHA60Gx4nnROzfd58Ht467A503n8Hb5KcPzASBnUH9HPeEsxBQSQVAX+Kulx/Bq6THm5Iqkyzjayr+o98kY4MXscVfo/m1beQ0ef/OQYV6OLEXLzCJbtuUw3D2WowhEvDDUd8jzfqibDHVNsBIb1VA2iK5AEJN+tsP0mryMw3rf38kcEFmw01MnKh8i/R6V++cPG8gVjjECdU49uD48hGbmld168HM8uP4A93kA22vT2NJJUlQVRKKiRg8xHhJB8NbkGzWBYvFbyGy8pQdq7470pHhHGjBZrXhQFqfV1uoKKDwa0/MysXRmru75Vht/iXBcyBQs6vdD4WlR1oQZWImNehAJA0Wbom0n7ORBiQQ5nmxQSA8psDJXtMRkamw9WIMFG8KVEbPzABoZGgU+bxwmDk3jOMM+xDwkguBNIjILFUTEZUy89H9vPIDGVjqfhCisWHu8zJWAscClulC7AkEs26KfsyEjPMTywqT74jF73OCQBoMAvey3nrDJ8yo3ZuWKgHlioxYiYaBI0rmLwkrlhl05MNTKjRU7jmCEf0DU5trI8NhYnSt6Xrlt5TW6HhWz8xSIdoDXoqW9C1P/dxeemBX5fKmYh8QCeJk7zSh57aJjZ8GI7EkNtTIC2Nd+3oq1x8vyaZSXQ2l1rnhPVmz/xHYaZrWVd19BFtJ9HtS3dOBlDRW2sqndlufvVYa0zw0AyyxS1ZuN9fl7JoR5Sgb64vGruyZg8Qx9bxILImGgaGAcBuhMtdvKa3DDMzsxd/UePLSxLOSbUmHFE8Aap3o9muGx1w+h5GhdxNvX2wVZLLWKgm2WfK5FydF/h71bmR6+2mZ7ZDovYh4Si1B7Nt4ur8GrpcdMz4kWV7Go1m9nBY6otcf7TlmKDSV5bfEbh/DE5o+5esZY/eZxbheaznXoNg+r7WkeprDyKtByt6jfodsN2/KWZHr7qHwb6jBQNJTyRqLrqognwGyc0/My8YOia0wZe0+f68TdL70f8fb1doFSkk6BInN5vRvFuyrx+v6TIe/WDg9fpJrqKYh5SCRAEQS3ERehjInE2ydED1a0fiuWv9nYRaw96jsd6Is3FPKU5LXG1k7uBnZWvzklXnxa48lSXut9BVlh79DuvCVZ3j51U0MW9MJAkcrLAmgeNoCvIRoPeDwzlHFSGXv1zr2YYDSnfnXXeC6vnIiBon23svt+yfDmWkXMQyIRTnBTAPLIeWSQ6fAuLOrYea09Srw73edB6eJbEN+PrYfL9l7J+uai8WIXgK3ltXh8ZrhHoK+UuoryW0Ti+XhKju0ou+fJfaKOk0eZjgR/kZMwmlNut4vslRMxUPTerQyvjRa1TecEz7QOSx6S5cuXw+Vy4Qc/+IHhce+++y4mTpyIhIQEXH311XjhhRes3DZqYWfGuwKqVUMFS+sfSGwHXl3XSr6X7LGrYfbuXQB+fvtoQ2UEkOsGlRkeEFWUoi1vSRR6XrO9Py4yJdty+vki2XWVZ33xjJPXEo8GS9tOsOYUj1eOWpGmhfbdGt3zhXsm4IV7JiA1ycN1j2VbDkfMwyXsIdm3bx9efPFFjBkzxvC4qqoqzJgxA/PmzcO6detQUlKCBx98EJdddhnuvPNO0dtHLexkfbSLWVVP6584NA1T/3enaWhi477jWFA4nNScy25WWBnvXlZPCN77msGqohQteUtWEGl+Cwp4lAyZ1UC864tnnKKe1IthzvGC6pWLc7uwdGauaZUNC+p3a3ZPpTv8yyVVaDp33vTajS0dUtisRSCkkJw9exZ33303Vq9ejaeeesrw2BdeeAFDhgzBypUrAQAjR47EBx98gGefffaiVEgA+1zFdjKr6gn77vbzbIZMcNzPKVZYq+9eRhjLDhpmq4pSNJW4XszgUTJkhnh51xevMsRDy64991IDVXFOI3qh9aB9t0b3jHN3d4dfUJiD4p1HTROUIxl2EwrZzJ8/HzNnzkRRUZHpsaWlpfjyl78c8rtbb70VH3zwATo79Qms2tvb0dzcHPKvr8EOV7HThE9ZGT5p93Ny7FbfPcsNmpmSgNQkj2ni2sJp10gPDxiFpIzgVIlrDN3gKTmWGeLlXV8ipdFK2Oy3912P1ER2GCA252gQkXVW3m23YpKDF+6ZgHSfcRgnUmE3boVk48aN2L9/P5YvX046vra2FoMGDQr53aBBg3D+/HnU1dXpnrN8+XKkpKT0/rvqqqt4h3lRwmnCJ5n362tkVaxKn6fvGA3AvhwhszHpKUppPTHiSIwphlDwKhmyqoF415eoMhTndqEgJwNP3zm6NzeLem4MoeCVdbLe7fS8TCz9yijSsU6H3bhCNidOnMBDDz2Ev/71r0hIoL9Mlyv05QV7yBG0v1ewePFiPPzww70/Nzc3x5QSOFfFY8f9nB67DOi5QSPdGZYVktpeUdvnutVerOCdIzJCvCLry8pcjvQ6uBjAG4aV+W79ydFpILqCwSA5JP2nP/0Jt99+O+Li4np/19XVBZfLBbfbjfb29pC/AcDUqVMxfvx4PPfcc72/e/PNN/GNb3wDra2t8HjMM4Cbm5uRkpKCpqYmJCcnU4d7UULJpAf0S8tkJyLJvJ/TY7cTVqi+L6UxXcpw+nuIri8r44zNOWtgfTMF/b1x+L/XXYWiXL/Ud9sVCOKGZ3aaKrC7FxVavifP/s2lkJw5cwbHjoUykd5777249tprsWjRIuTl5YWds2jRIvz5z39GRcUFmtzvf//7KCsrQ2lpKem+MYUkFLJ4SCJxP6fHHkMMlxJi66vvQe+bpSZ6cG9BFhYU5tim4DllINqmkOjhP/7jPzBu3LjeKprFixfj5MmTePXVVwF0l/3m5eXhe9/7HubNm4fS0lI88MAD2LBhA7nKpq8oJE5aC05bJjLvdzG/pxhiiDTsmvOxtWQfIvVunVBgefZv6UytNTU1OH78eO/P2dnZ2Lp1KxYuXIhVq1Zh8ODB+OUvf9lnS35ZE8dpy8RpTgaZ93Nq7DFrMYZIIZKbtx3r61JYSyLfTNZ3jhTHTrSxNVv2kDiBaPGQsBblrLGZePG9qrBYnJO5ETHrJRSspmV9MV8lhr6Fi23zvhTWksg346Hpv5Rls6MhGycQDQqJ0aI0eoEyk4OMxtaXBKB2gU4cmoYPjzVKW7BKwhaLwMmJbxItuNSFodO42DbvSK4lp+auyDejnsOSzUtn5iLNF39JrMuIhmwuRlC6crKgEMzsqayHu4eyWeYElNm+3AnoLVC360JnWsC6MuUUK2y0g0dRjSkuFyD6LpxojyAbXYEg9nxWj9LKegBB5F+dgSkqUr9IrSWnjCyRb0Y9JxAA5q8Pl801TW1hlPHRbEA6iZhCQoBop1U15q/fj9PnLjDTypiAfU0AspQnbXd0q8qU04y20QgeRbWvedj0IEuhsvIu+poivK28Bo+9cQinWy/IpeJdlUhN8uDpO0Zjel6m9LVE+U5OGlki34x6zpJN5eQ2D9FqQDoNS91+LxXI2LjUygggp8Mtz2KKNIyUJy2UY578cwW6tNoKAX2NFVY2KB495d3a2YHZKWwrr8ENz+zE3NV78NDGMsxdvQc3PLOTe+xW30VfUoS3ldfggXX7Q5QRBadbO/FAz/PKXEuU78Qzd62iKxBEyVF9tnAt1N+M+v0aWjrIY5H9bH0VMYWEADs2LhkTUJYA7AoEUVpZj01lJ1FaWW/LguD1MllRpkT6dFxMoCqqeyrrHRP+dkGWQiVjI4x2RVhZ528eOInFbxwyPf6JzR9j4tA0KWuJ+p2cMrIU5ah411HS8epvZtf3iyYDMlKIhWwIkNmSXg2rLlwZAtApd72oVShynlHH3kuh1wb1nZV+VtenQgxayAxZ8ihxrFywydnp8Cd7UdvcrnuNSLZH0FvnZqhtbseHxxotryWe7+SEl4kVEtKD3jej0PSn+TxoaNFvHmuGaPCgRQoxDwkBygbHq4wYdcRUQ3QCmnkCgO6E0UaG69BJd72oVSF6nqymZX0R9HdGU8iiUUB2BYJ4paRKmjVNfcb56/czQw7bK2rRdj6ge14kFWHWOqfgizNtltcSj9fDbi8TT+iY9c0ojQmfmp1nKptZuFhDyRTEPCRETMv1IzXJoxtzZeE7X8rCyr8dMT1OdAKqPQEsBILdQvR594Sw2nhR65IngVA5trbpHNJ98Whs6RC2THgRbaQ/ToFiwQ1K9iKFqDBHm4DktfYpygb1GVm5YPdPzdblIlKQokoU1Vs/AKTMU72SeuoGrAflvVhZSzxej6+MGYzMlATTMmNRucATOjZqZkdpLuh2u3Q9SyxEY4NRpxFTSIjYW9XApYy4APzugxPwJ3txqrndtg630/Mysequ8Viw4UBYtYoaWuVCtCKAJ8Qj4iYG5FqTkWJAFIFM1kcjN3sQwNn2Lvxs62HD62jnZzSUBvO42xVQlA3RsKyivK/+O1sZAYBETxym5fr1+5YkdSuGavkiEjbVu3a6hdCBP9kbIptE1xKP1yPO7cKssZn49XtVuscEAczI61aMROYfVTlacPMwLJw2wvD6ipKmVzat/F1PadHDpRBKpiCmkBDB67ZWNvSFRTlYueOIrbkMaT6voTKip1yIxGp5S0mpG4eWh+RSbGEuO5eHJQyT4uPQ0tGFs+3nDc/Xzs9oKA3mcbcrSPd5SAq/kRJnhiAAM3rJmqY2FO88gpU7joRdW8/Q4S0D3Xrwczy4/kDY70WVEQCYOTpTeONXg+KxUxTfbeU1eJGhjChYU1KNNSXVQvOPqhwVDL+M9MzbK2pD1kXxrsqQcel5lhpb2rFsy2GmZ+VSRkwhIULUbZ2V4TN17VmFiHLBG6vlCfGg5/+NZHS6z4OlXxkFf/IFptbapnNoaOlAen8vUhLj0RUIXhLWgl28C1ph+Nm/z+K5v9GqCtTzk2d8dnpRRPiAbh93Bfn+LCUuNdETFqoRwdqSarKiw5OUu/VgDRZsCFdGRKEoZFY2fjWoSeaAudxQo7apDQ+s24/vFmRhWq6fNNd4lCMzUNeFnmfp1rzMiHsboxExhYQIUZfu5QMSkD9soK25DCKJYGYVAcCFcj6eBEKlCsFs42ho6YQ/OaF3oTad68D//uWTPk3OJQK7ye0UYdgVCGLSz7aTzlk6cyS+U5CNOLeLa3xaaxGQ+w1FkmuLehRkFrQK1LRcf9haDQSDuPul90WH3QtepYZS5bStvCaM9ZMH3RUh8Zgz6SpU1Z3F2+WnbCEko+RclFbWc1MDAMDLJdV4mag4yarAE1232vn2lTGDHaXcj4awqxFiCgkRvC5draZtZy5DY0t7WNjDaCxAt6vxXGeX4XVnjc3U3WSMMH/9ftwx4QrSsW/3VCc0tnToUixfCuyF1FyeV0qqkDHAKyxE9lY1kN33GQO83LlGxTuPYuWOT239hjxeSoqly9MczcyqdpmsvxTOhHg1vjjTxkyEffLPFULXVMYFAD+/PQ/Tcv244ZmdusfJYn02S4y1Ws1FnWtGytHSmblISYzHprKThmtNJAfPibCn0T0ARDzsaoaYQsIBapKSkwlK28prMH/9AVMFac6kIXjr4Oe9MUy9eLMW3YllxvFcLU6f68TLJdWkY18tPYZXS4/B7dJX8KKR/l42qEJ42ZYLCagiQoRH2Ks3fup5a0v0kzplfkOql5Ky/njCUBSret6N2b25D3p/v/dL2Vix41PTZ9RDdV1rWIO7zJQEzJk0hMujkO6LD2EP5fFOyOKkMTLMrFZz8cw1dm4HbcPmDZM7QYdvdI8HGJWY0Wb0xRQSTmgncnVdKzbsPY7aZucTlChJfi4XkJLgCRGGdm/rZhajFrwJuX0BVNeoiBAWESLU+wz0xYd4FUTLYdWQuZlRvJRm60/E3U4JOYwfksb8+7RcPzbuO84V8lU8KyzPE4+C40/24r1HC5ldtaOB9r47jJwQIkt5wTPX1MoRy7BjrTWeMLkTPcdEG8BGm9EXU0gEoNXyFxQOF+4OaiWeR0nyCwbDNwu7icApVQe8cJqcy8q30XOb+pO9mDt5CLIyfCHXE8lNEhEiyn3M5suy2Xkh16MkAaYQkz5lfEOWYpDu8+D2cVegiJDcKFrybhZyMPs7b8hXOYZ3k9HD3MlDEN/PzdykM3xe0nXs5KSJc7swd/IQYU+SGjxzTURh4EmOdaLpopUGsNFk9F3SColM3gfeDykjnhiNDJp2wUlyLivfhuk2bW7Hih0XSPLU1xMpN+UVImrvAuse35uajRljMpnnscIV9xZkhTwbCzzf0GhtWiW8o64bPUvdbK0b/Z2lTKUleRBEaPmvPyUBcyZdRXqvFGRl+Jh/21Zegyc2m+eipPs8mDg0Tcp4WMjKSJJyHZ65JqIw8CTHOuF9krEXRMN+cskqJJHkVZAVT4w2Bk074DR7oZVvw8OTob0elUBJCx4hYuRdeGp2HmaMGcx1Xmg44oSUUkqAtjatJIlT182ytz5GosctVR6wlCkgnKn1rYOfS7sv65l5+IIaWjpx0y92cctIHsPPqkwTkReiCgMljAcA1XUtpOtbeXYZe0E07CeXpELiRIIRCzLjiXY1/YsWOM1eaPXb8LhNtdfTblR1Z9pDEllZ4BUiot4F0XCE8vNtRHZNJ9Ymdd00tHTaIg9YypT2d9Rva+RZM9qgRYjmeL+DfvgyoSd8maTboNCsRYc3zoX2rvBRi8oLK/1zzNbFtvIaUy+XDKPLyl7gtNFnhEuuuZ6MNuNWILO9tlGTJ6twMf7f7G+W7qm5mNON8Kx+G1E2X+V6ykY1e9wV+E5BtpS273pQ3yd/2ECy8DY6j9WATfmmL5dUhzWj08KptcmzboIAHnvjEEqO1NkmE1iYnJ2OdJ95vyEjZQQI3aC7AkGUVtZjU9lJU24ho3tRvgOzeWdzd0KuXoNCCpK8/fCru8YjU6fZ36q7xveW7ZZW1pO+mVmTUrO1xloXynw2QxDd3D9WjC5Kwz+jv0ULZf0l5yFxIsHICLLjicpG8MTmCkvZ6VoobkcgvHZd/bfH3ywPKSW0AnUibLrPg6UzRzpaimb124i6PPWuJ4vASQaoLne1tbijohZrSqrDKqiMLGwn16aybijz93RrJ+5e877jnA1xbhduH3cF1hDK6O8ryMLW8lrD0IFobyktKN9BNHyZkhhvytfS2NqJNJ8XuxcVasp2O8hlu2rwrDWe8BOPx3TZlsNwu12W5hYrhDSoJ6G++Vwn3iw7GcJHFG2U9ZecQhLp8jY72mtPz8vEAK8Hd6+hsUkqi07rGmVVKhi5JM91dGHh7z8ij5WKxpZOzF9/AM9bXKQ8sPptrLD56oEao7YTvLlWSuXQw78v072eUejL6bU5PS+Ta/5GgrOh8NpBJIWkKNePx2fmGoYOeJsSmsHoO4iGLx+9dQTpnNrmNp2yXfFQH2Wt8a4Fnnkqa26xaCnUYaN0Xzy+Nm4wmW7fSVxyCokdCgEPZPZSUKOuhU0Br4U6GZGi7RslEPpTErnGqca9XxqKTR/V6FqokaiPp36bQCCoy+Rolc1Xi65AECmJ8Xj01hG9PX78yXLpno0sPtF8DlFPh6y1yWPF8sxfp+ckpfpFPYdY61QkV4QCo+8gGr6kelvVCcey8vKM8kFE1gLPHiJzbinzYFt5jS6HTWNLB9aWVEedMgJcggqJXQoBFXa54qmTX92nBAhPpOOFiFdAsSpSEuOx9h/HmMc5XR9v9m2CAM51doV4orQWEk/FTBDsb21kjckSIkb3mJbrFxbyop4OGWuT14rlnb9Ozclt5TVMdk0FVHlhhaOCdV+z7yBq0KX393InHKckxksL9ekpdaIKTyTnlhNkbHbgkktqpST/2B2bZyUAWknipCZmqZURGaAkCN77paFYOnMkVnxjLDbMm4LdiwoxPS8z4uEzPbC+TWpSd3KhNr6tWEjqpLzpeZnYvagQC4uuERoDMxlQ516iMLtH8c6jwgm+op4Oq2tT5L2JJobbOSe7AkE89sYh0+MGJXtN5UVXIIiSo3XCYxGVkWbyiAV/cgLX93jyz/TcOdFvJpLsrnjpZuT5uT1TMuaWzOIJJ3HJeUiA6IjNWyV30iJSSZBKWOG7BVlhCVNmCWXUjevIqbMorax3zMWo/TYZ/b34oUBOxIa9bO+PAu150UAz7QKw9h9VpGvtqKgNs+aseDpE1ybPewNCOT+m5fq5eWDs5GzY81k9qRHfL74+Fjdecxnz790hn48NO3ob4StjMrH1UE1IsrnL1d23x0xGWglfxrldpITj3jDPWdrzyUw6NzpOz0tn1PxUCxlzKxqNPQouSYUEkK8QiEB2B2CnFS29hceTMEV1aRbvOoriXUcdrXJQf5vSynpDoa7nat1b1UDaCPTOizTNtJY11Ahvlp3E4zNDFV2ryrHI2uTpSrxx33HdkM7uRYXY81k95v92P5MK30pIl5rbUlpZT7re+1UNTIWEEvJhwYVuj+BbB8M9SoEg8OJ7VRg/JM10HVppRsqTcJzui7c1DM/j8WPlmlBbaYiW8mvhBBmbHbhkFRJAvkIQDXBK0WItPJ6EqTi3C0tnjiR1HgYi15lSxNrgsTxEznOCZtrnjUNLe5fhMQ0tnbrKkVXlmHdtUp9Jr0+Kdl49fedofL9nM5flaeTLbeFpIBAOashHD8pTmY2A6qULr/po6WlGekFZZ80JasKxPyXRkgJspihSPX4Th6bhpl/sstR7aOlM617srkAQG/YeNz1OlvIjE5e0QnKxwm5FS1ZYYVt5DYmNVOTaMiGSE5HRn9asTHueE1Vg1HOn5mTg7fJTpsexlAEnvZBW3ocea65MTyNLea9p6m4L/4JGwc6/OgPFuypNr5t/dYbu7/dU0kI+QDjLa3cPHeMGd1QvnXaj/8qYwYhzu7CgMIc0J3hCf0qYh/ebUdsUUBSeD481Wk4eTvPFWzofoHtn50waElUJrUBMIQmBrGZ7ffX+VMgIK4jyIjhdeQPw50QosXsK0n0e1Da39ebIOFEFRr3HPddnkRQSI2XAKS+k1TYK2nklS5milNw+9sahEAV7yrCBpvTpqUkeTGG819LP6Ems/pQEPPv1sahraefuoWPklTLb6HkbQlI8H7zfjKeUl6Kkbio7afpMZnCySZ6sRoYyEVNIehDJZnuy72+3YmM1rCCDF0F9bbufl0cw8ipaDS2dWPi7MgAXvrdRMqBMmmmz55kybCAyUxKYyqfdJfI8oJRsU6CeVzKUKUrJ7enWThTvPIqHinJ67/v0HaMNc0CevmO0wRygz42apja43S7MHndF7++seulk9iPi9VZRv5mIl3d6XiYKrx2E10qrcayhFUPTk/DN/CzE9+suVo2WBneR5tqygkuu7FcPTpRZOnX/beU1uOGZnZi7eo9wrwgzWJ3wMngRlGs78bwArVS7KxDEE5s/Fla0anq+NwDdeylYtuWw5eejPI+yybsQ/T0wAONnWtiz2ZtBtpCmKu9r/1EV0ndlel4mXrhnAvzJoaE/f7I3LMSjBa8SxeKDMfqqrPwDO/oRKWX0G+ZNwXNzxoVQB4hCpCx2W3kNbvrFLizbchivlh7Dsi2HcdMvdvWuRdFSZ8BabyotrPbmiSS4PCTPP/88nn/+eVRXVwMARo0ahZ/85Ce47bbbdI9/5513cPPNN4f9/vDhw7j22mv5R2sDIk0gI/P+TnUxthpWsOKWVF/b6a7NZi7h4p1HSbHbAQn9cKbtvO7fguj+3rsXFeL8+SAWbAxP+OV9PpYHieLijoYSeR6wngkANu47ITRnrXjgqArO6dbQ5GClnH7R9Gu5WXqnXG0e8jEao9rbxMKssZm645BdJcbKQ7EKkVJeiqyheOnspmWIpj5YvOBSSK688ko8/fTTGD58OADgN7/5DWbPno0DBw5g1KhRzPM++eQTJCcn9/582WXs2nmnEelme7Lu322dO6NYWZ3wolao+toAIqJIslzC3W3G2YmAarCUEQU1TW34//52BL/cqd+2nDdx2CgUSHFxR0OJPA9Yz2S0yQahv8laDaVOzk5HaqKHWUashhGPBQ9LLyXkA5jzwdw/NRu/fk+fj4ZV+iuzSszOMDqPl5fHaDRT4AF2s1IZyr2iwLWfD+AHRTnkiqZoAZdC8tWvfjXk55/97Gd4/vnnsWfPHkOF5PLLL0dqaqrQAO0GzwIyspRErSjq/c3YCIt3HjE8RjYtcUpiPO4tyMKfyj4PIS+iTHjRBET1tUsr6x1TJM2+LbXNOA9W/k1fGVFgJXFYxIN0MZTI826yMt5fnNuFewuyQpqbsZDR3yvtmykhn8deP6SrDJkZDl2BIDZ/ZBwW1FOIZeUv2O395PHy8hqNZgq8Xcq9ngLnT07AwqJrkJWRFPWGBGAhqbWrqwt/+MMf0NLSgvz8fMNjx48fj7a2NuTm5mLJkiW6YRw12tvb0d5+Qatrbm4WHaYpqAuouq4FNzyzU1dbB8K1XqomT73/src+hjfOhTSfV7fxE0XgAdazuPXJ0PS7BLNAcQmrr730K6PC3NVOMRFSrDSenJgBCXE402bM7cEDkcRhqx6kvlINpgXPJqv8v4z3t6AwB2v/UW0aQnn4d2Vo7wpI+2bKxli88yjWllSFKCZmhoOo51ZGlZgTYXQeL6+IrDFS4O1Q7lkK3KnmNqzc8Smev2dCyD2jdQ1zKySHDh1Cfn4+2tra0L9/f7z55pvIzc3VPTYzMxMvvvgiJk6ciPb2drz22mu45ZZb8M4772Dq1KnMeyxfvhxPPvkk79CEQFlAqUke3Q2/todHQA9UTZ7qLWho6QwjEMtMScDSmblYtoVunVtJ2mOToXXi5ZJqTOKY1NPzMvGDomtMwxwNLZ3wJyeELWAnMsmpVhqP0vP1CVcaNhTkhWjisKgHKdLVaFbAm8gos2Hb03eMNq2+OnXGOP9I5JvFuV14qCgHCwqHc21Aogq/jPwFp8Lo1PyoaK9a4VXgonkNc1fZjBgxAmVlZdizZw++//3v49vf/jYqKvQ3xBEjRmDevHmYMGEC8vPz8atf/QozZ87Es88+a3iPxYsXo6mpqfffiRMneIdJBqWhF0uIGAkXaka5aHMvoHtjfHB9eHUOC0aZ8aWV9dhUdhKllfW647Uje55aB68nHO3OJOd5XqogWliUgy+PkrfgjZ7PDg8StRqMMp8iAZ53wvv+zJ65twIo2fqmJeL1U6zy2eOuQP6wgaaGg5VN2GrzUCf7sFAqeKK9aoVHgYt0RakZuD0k8fHxvUmt1113Hfbt24fnnnsOv/71r0nnT5kyBevWrTM8xuv1wuulM11ahZGmbMZaaASqJq/c36yZlN71eaBnmVC1ZTusFitCz+5Mcp7npXi5MlMSsKAwp/f/ZbSDl5E4TD2OaoUFAkEs23I4otYXyx1th6Wr9C+hrKHpeZkY4PXg7jXv0x/G4vhEYTX0YiUR2mmPhFkIJdqrVnjyEP932z8jVlFKgWUekmAwGJLvYYYDBw4gMzP6XLssTVkGmx1lwkzPy8TSmSMt34uFr4zJDNsQeLRlO6wWq5aHVUvMCDzPq/ZyaaFweCgCi8LtkZrkMfSWuV3Ar+4aH/Z8ais9EAjCnyzPqqMqaA+uPxB2nEKRvuzPH9vuMTHipeGZb9RjG1vauSzOuhaxzrsKUpM8jljiFM+x2SbM65VREI0eCTtljVVQFbOGs+3c3CtOg8tD8vjjj+O2227DVVddhTNnzmDjxo145513sG3bNgDdoZaTJ0/i1VdfBQCsXLkSWVlZGDVqFDo6OrBu3Tq8/vrreP311+U/iQToacpOMudRm0mJYMvBGnxlTE3vwuGNO9phtXQFgigYNhB/3B9OuUwVenaVpIo8b4oO90NqkgfL7xgdZimblQYatW0vnjsBM8aEK5fa66UmeXq/pVWrToZ7fE1JNdaUVNvmMaHk/JglU6vfiZlVrORv8VicVuXJ6dZObK+odWQDdIqDRs+jFY0eiWgtf6d6s9KJfXJkrHVRcCkkp06dwje/+U3U1NQgJSUFY8aMwbZt2zBt2jQAQE1NDY4fv9BlsKOjA4888ghOnjyJxMREjBo1Clu2bMGMGTPkPoWNsNIjg5JRrncvGe58PaiFI28IhvIeeKy35VsrsPrvVWAZyzxCz46sdR6XtRFdfCOjskIr3DL6e4EgenuKrLprApZtoSWese7f1HNvraIksqHIDBPYQVxHyfl5YvPHKHnsFtw/NTts7rldwLwbs7kUx5TEeO4wJmVewcVuV++0W93uTdgo3MWjDDlVNRKN5e/UkFJKIk0hiSSlvCsYZE396EFzczNSUlLQ1NQUQrDmFBSBD/Cz7/EK3eVbK5g8CXpQNsZvXHclnvvbUdPjN8ybgvxhA7Gp7CQe2lhmevxzc8b19rnYVl5jSrZkRmsNmD/jV8Zk4rk54yNueRh9d6D7207L9YeVg0NzrD8lAbsXFRo2+dITyktnjtQt81ajKxA0vf+gZC/+3zfGoe5su7CwVu4j2rxOb1xm74UHpZX1mLt6j+lxXxmTiS0Ha8KewWi9sjY76hq6ryALS796gaeJIk/MoKzjvgyWIq1dX2aKhj4VQTyemp0X5km8mGGWy2S2hmWvSQU8+3eslw0BRvHDF+6Z0N1zQkJscVt5DV7kVEaAbu336sv6k85R3HG8IYmuQBADEjxIio8zHI9ZpU3H+QBW/934GbceqomKygxK3FikJ4YaRnk889cfQNO5DsMYPOX+tc3tcLtc3LF8NSg5BTyQHa+mupnf0lFGlPEA+vOXlQtBXUNvlp0M61PDmlffLcgiXTOSbnUZMOr7pP4WAAzzUFjrp6GlAw+u34/lW+USFkYaRtVcZhVDMvKC7Eas2y8RdrPvUTrgul0IcTNrmUspUIQoNQQTCASx9WBNWPhAD8oms2L7pygYnqH7Dl4rrWaGaRQEgt3H3Xfj1aRnkgHRfi9Wkn1lEEBR7/+2qgGYqMAxCmEo+RS84UZZG6sMNzNvpdjk7HSk++JNK+MaWjrDrsmaV3urGvBySbXpvaOxUysPzPo+aavY9NYfRWb++r0qjL0yFTPGDJb+DE6DUs1lFlKK9t5UMYWEA3ay71HYPgPB7tbzGQO8YRsjb5meUdxRwenWTqESxeJdR1G866huzsOxhlbSNajHyYCVfi9Wkn1llFJT7/9q6TG8WnrMckKpkYL20b8aucKNgLyNVWb+FVVJinO78LVxg0kKhN419eaVDKbTaAdP36cdFbV4+PdlumvTLIdHwZJN5bg1T78ZoAgiwXIqk0o/WpNzgVjIxnZQSaKoQjBjgJfpvpwzaQg7UQ7h7jiW61gWlMWy9WBN7zugpiwNTbdebk2BVaIgKyWKVr0rpZX1qG1uQ7rPQ7oOIIcASS+EIRJulFm6aVR6zQseJUmhmZd1zb7gVrcC3r5Pa0qqmWtzR0Ut6RoNLZ3YQ/Qgm4FVVr714Oe2kQHaQUopWpJtN2IeEslQa8/Vda093RbNKyWsWNp6Fr4aLp0KAgWKtrzns3rM/+1+UldSKpTlsWDDftMwjRpuF/DN/Cxp42CBN2TCsoxESxRFv7nZ9zaCHQRIFNe5GnZtrNPzMrGwKIfc10lvXLzeh8nZ6UjVKfdWg5c7JNrd6lbA0/dJG6JWoMzhN8vC6QJYmL9+P56+c7Sld8fyUij8O2royXlRzwrVk7pi+ycoGH5Z1Hg7RBBTSATAmliUjYLlYhN11RqVnCoIBNntwoFubdntcklVRrT358G8G7MR389+5x1PyKTpXIdhWEdkAxHZzCjf2wyyeoEo4NlkAHs31gWFOdiw94Rpd2wn+S1ErhbNbnUr4MkZMpIbQXR7PgYk9MOZtvOm1zp9rtNSqTmv0q2V81b6x1DfWfGuShTvqoyavjQiiCkknGBNrFljM/Hie1WmE5ZloYpY2ryLxMgqjoasfYULYvEMOa53M1CfeUdFLV4uqTaN39qxgajPNvveLnSXO9422o91e44zjroAWd+cep1v5Q/FbXmZtm6scW4XnpiVa1iuff/UbGz+qEaK92FvVYNpF9/G1vCkVgqikfPCKqhewdvyBuHt8lOmx319whVczSpFPYO8Sre2ncL89QeE8z9486zs4PlxCjGFhANGiUU8yXwsC5XX0uZZJGZWcaSy9r85ZQhcLheGpifhm/lZjnhGFPCUbVLDOjwbCO9mRvHo1Ld0IHugj3R/Wd+cvslkOrLBUtbRo9NHSlEeZbVUiNZ28LJB7ft0z/VZJIXky6MyEd/PTZK/VjyDIsq7cr8lm8otVdLxknPaEZZ1CjGFhAhKYhEv9CY5j6UtskhY51hhpLWC67LSe4nXRKEV5hOHpuHDY42m748SJkv3xaPeoKyTR8hpx2kWVlCgfDPq907v73W0UiMaK0PM1pEs74OMlgrR3A5eNqie4EnZ6cwcEgVuFzBxaBryhw3E2CtT8aM/HkRLR5fpGETkphXlvaGFbXRQ5AelIlLkutGImEJCBK/LjgLWJKcKS5FFYnRP3kkvA1atdD1hrhVkLOFOEY6zBco69azd7RW1OmyStOqY6rruEmhyT6TkBEd7gZjNnaDk+/GMy25hbFUZk1nOaQVOemgoHqzSynoSX9GHxxqRP2wgZowZjJSkeNz9kjlNgYjMsdtgM1OSWO/M6nWjDTGFhAiZH1aWxcizSCj3ZE16NY15ydE6FO8yp6g3g4x3wBLmWkFmJNwp/Up4iKpYTe70QjNGlpMaK3d8ihH+/piW6ydvfnFul6OVGsp7fOyNQ7oNBi9WWKmykkGMR4WRwiHLQ8Oj1NhBODjl6oG2eepEDDaKh1UBRUmanpeJwmsH4bXSarxfVY+/Vnwh5brRhJhCQoSsDyvTQqUuEp57yhIURpDxDngSes2Eu9EzdwWClpvsmeWJUKCMnWfzi0SlRpPOsza1WqtwiHaIVlnJIMajwEjhACDFQyOi1Kg9WFplJqO/l/RsivdQuZ6dnkERL8Wy2XlYtqXCNGeGoiTxlPv3VQK9WHM9ImQ1F7MjNmw2UWXek9rEzAgyxiM6DpGmZDKa7MmAMnYncg54XfiUJn92NO6yA6LhC97zRJvz8cCsgZ22E7T2GMo3ozTJM5qXevPZn+xF2/kAmlo7DeWtS+f6dq8P7XdubOnA43/S9ww+fcdoANCVH9rjzN4Rtdyf+t6dAs/+HVNIOGC2MemWEyZ7MXfyEGRl+Gy1UNWLRNvKnrKZUAUpr2KmXOUHRdcgKyNJ2jugCnMt5t88DK4e+yn/6gxMIbIUmgk5GYqaGdSdl0U2Teo5IgKd+vzR3qXWyQRT6jtL93mw78fThDs0W1WSjb4ZryIavpm365bE8oRF9JQmJ3NiWF3Q1YoBAN1wpvY4vTnG+x2jLSGaZ/+OhWw44GQ5IS9EE/h4BTBvLFVmzoJayNSdYTfmMsKqXZW9/1+8q5JknQDOhLLMoA4b8n5v6ncWTbKUVf4aSTidYGqlOR8FshLxjb6ZVXJBt0tfhihh1iRvHFra2ZUzrLCW2fqQpbAYUeGrQ8Xv/uhmJPT72PQ4vZAy9TsuuHk4s6lpX0FMIeGEU+WETkBUAFOSX2UrZJRqGhGcbu3EA+v24wXCZiOjyZ4WLgCDetzTRrkmaUT6cVaFD+U7W0mylFH+Gkk4mWCqwGpzPjvO0YPRN6PeY3tFLdbqkAuasbEaKSMi4+gKBFG88yjWllSFMFOLehX2fFZPUsheK60mdzfWyhjqs+UM6t9n9h4WYgqJAPqS0sGCVQEsO2HSrAqAUk1jBU9s/tjSZiNSFqjc6SdfGYXH/3TI8FjKNfVj8QloO99F+s5WkiwbW8w9VjKb6cmGUwmmWkzL9XNVcfHAqvJHSYyk3uNPZZ/bSiVAGce28hpm2ETEC7atvAaPvW68bhVQu5frKR/UBN9oVfZ5EFNIHIJdMU27GzaZEfbIEM5G4YRpuX7Tahqtp0TEc1Lb3G5ps6GEsrTlv+rSYrNKnNMm9ONMb5cJ+ZrynfdU1qOOoFQA4UKzKxDEsi2HTc9bOjN6u9RGKuSkKLJmORgiihyFIyU1yYPG1k7hqhTKPdJ8HtOwlBVQvIesPA8FvF4w3p5SV6XRupfrNdJ8YrN+qEcBzxyJdkbgmELiAOxKlHOiYZPdMX+zsNEPiq4xjZ8GgsDSmSORMcAbxtR65NRZMm+K1Wc14+L4+dfydMNZm4hdS1nj4+1ppIf56/fj3oJs0rFaoUmNcaf54oXGpoZdAjVSISe1IgvILVWllMEu76kCEeWrodzj9nFXYA3BCyQKs3lvlOehvQ7FCyay3q4dNICbI4Wi9PDMkb7ACOxc45BLFMqk0gpsZcPdVl4TketGQ8yfQse/9h+0HkEZA7yYPe4K5A8biPh+buQPG4jZ466AJ44uyGU9K4uLY/76A2g619E7TkWAWP0WMpIXT5/rxModnyI1ycPsTuuCftjFKeV2W3kNbnhmJ+au3oOHNpZh7uo9uOGZncJrSA3F0ud9dhlQFFl/Suj39ackWE6kpVx7el4mdi8qxIZ5U/DcnHHYMG8Kdi8qJN/X7B5FuX7h8VOgeA9Z4F0fZvNUZL298+kXvbwvenMsCGDOpKt6f6YqPco7npbrR2llPTaVnURpZT26NC5iu/Yh2Yh5SGyEXYlyMq47OTudySCqwMwVatVapYSNqKRiept1VyCIDXvNu94C3eXZVjcb0e8yOTsd/mQvM+nNzCUrm0U4qPqv+veAviXmhHJrdwUMxdKfM2kI3jr4uS2ubjtJ7CjXNgq/Uta5FXJBGahtbkNpZb2UCjizeSqy3taUVGNSdrohsdqKHUewcd+J3jAuRel59utjcaa9M6wsWO356AoE8cRmZxO2RRFTSGyEXYlyTiXgGQkPGe4/6sJOTfSg6Zw+QZLRZr23qsEws12NJ2aNsrwYRb/L9opatJ0P6J5DccnK8uwE0d1deGFRDjbuO0F24dvdXM+pChhW9VhqkgdBACt2fNr7Oztc3XYmyztBC8C6hxN9spa99XFIKwb1GHnWB8ULluGjJZlq8eSfK7B7USGm5fpRvPNoyHxSoCjY9xZkka75t3+e0q1eUivqn9SeMcwlsythWwSxkI2NEHFldwWChq430etqsbeqgZxIqYWI+0/vuaiCQlmc2q3GbLOmvqf7CrKkbCwi30V5l6xvkZLkMbX+FQ+LGahbdVaGj8uFr2w4eveQQdnNo+hZhTZ8sbAoB42tnWHfJ9pc3Qoo8oMKmW5+VlhHlkGu7QulHqNZOE6BC+bzdFt5DX74h4+Exqieoxv36Xtula+1qexz0jVZ1UvK7xa/cQgrdhwhXSsaOIJiHhIbwevKplojMlzkokqNiLXKeq6lM0eSLOsFhTkY4R/AnXhHfU+sGDdvSIr3u1DixImeOEwzicHHuV2YO3mIqeChbk2XD0jgtqhF+7lQ4HQCtvLsCkOmHqLN1Q3ITVq0wyulF9ZpbGnHg+sPcI1NgZG3RTtGMw9NWpIHyyXSt7PwxZk2koJd39KBdJ8HjS1sz7BZ9ZLi8aQiGsqGYwqJjeBxZfPEyGW4yEWVGt6whNFzzV9/APdPzcaL71WZ5iyIxNgp3CCpiR4EgkF0BYIh1xIR7ry5IJTkOKorNSvDZ/h3BUmeOLR2ssmmUpM8CATC3wcFduVBRCoBO1LcJGawQn5HhV3PrqfoLvyiRTd8YYYETxzOGcxldUl7SmI8vluQhTfLToZ4U1ITPbi3IAsLCnNM22tYrWQDuucoVXG+fdwVeLmk2pHqpWjhCIopJESwrGUjK5rafRIAlzUio6ulqFLDY61SrKzNH9Xgl3PH46ebPw7R9vUsa16rnRK7Pn2uE3e/9H6IsiGaQGmUC6I885xJQ3p/lmn5UzdjI2UE6A7T3b3mfWHL2o48CLtzVFiIltJ4NYwa0cn0Zjj57N//j2FYueNT/s2e2IZt3msfoLXjwrxP98Xja+MGY1quXxpvkxnUc5QaWizK9WNSdjrT65iSGC9NIZHRfV4GYgoJASxredbYzLBmelpBTnFll1bS6IfV1ogVF7miRN2W5zfUwK1WVFCtrJ9uLg+xWtJ9HiydOVJKXge1ZbiibKy6azyWbTnMLdyp7twVOz7Fxn3H8dOv5kq1/EWYYo1gV/8WEdjdVp6FaCiNV4NNfmecuC3izXDy2T881ig0Z88ZKP9qqJURAGhs6cDakmou7x2P4mU2R3kU7Di3y7B6idILyQwLi66J+BpXEFNITMASAjVNbfj1e+EcGXqCXFZjNu1xIi5yPeXK5Qo1NigVFWbWQmNLBzoDNIGhTUhrbOnm7Hi+J1RjFcp72lNZj/nr94f0sFCgKBtLNpWHjUd7nFa487pz1cqP1dJrBaKVDKxjoy1Hws4cFRYoG0e6Lx61TedQWllvK+uljJABz6bqpFeK18viQneyN5USQAuRuU1VvCgVarwKtlH1ErUXEgv+ZC8WFA4XPl82YgqJAUSEAGuyy2jMpnccj4vcrCfMfQVZKDJxY8a5XVg6c6RpItqyLRX43zvHkMalhR2bYZzbBbfbpauMqO9rpIyooRaivO5c5fn+560KU82BZ+5RvUHU60dTOSBgL1eHHsyUPCX5cOHvu6su7GS9lEF+x+PNcNIrxTMu5W73filbKO9EAe/cpipoCwpzsKAwh8TbIkPBpvZC0hsvIIfuQCZiCokBRIWAXZOdZY1Q8lsy+nvxxOaPmRuQC8DW8lo8Tug3kkaow69pasNDvyszPY4F7TuUQRkuM9avFqIi1w3C3NUOmPew0UK9ab9dXoNXS49xj00LJR/I6P071SPD6caWPEqenWEuK3NX1JvBs2nyfn+tbPIne3Gqud1UAU/zefDU7DzcmpeJjfuOWw5RUt8rr4JGmaMyFGxKL6TUJA+8/dwh8sZOz6IVxBQSA1jdwOya7Grw5LcYgUeJoj6XjIZaX5xpk1bOSLXE0n3xaGzpICuHducQ8M5D9aYtQyGp+ncLJv1sR8j31CYBR3uPDCtQbxy1zW1hJFwK7Axzic4xq94MyqZJ/f6KErKjojas2iUpPo6kWDS0dGLZlsNwSyJb43mvdoQNrSrYlF5Iy+8Y7ahn0QpixGgGsLrRiEx2nn4WLOIiJb9FxLsjs6LDCOlJHtJx1XWt0siZqP1Knpqd1/uz9u9AuHCnEi+JQvR9U57XSCa50L1RrPzbkTDlsqbn/S/fWtEnemRYhZKM2HC2nZxjJBOUb5ma5IE/mS4/qFA2TW0PJoBOnqbuQ7SmpDrsHSqJpy7CIlKuDUBXZlIhUupqte+PHaDsHUbfMJrgCgaJtVMAnn/+eTz//POorq4GAIwaNQo/+clPcNtttzHPeffdd/Hwww/j448/xuDBg/Hoo4/igQce4Bpkc3MzUlJS0NTUhOTkZK5zrUAhRuJ1CypW9O5Fhdwfnur6VMZmNa6sxW/vux4FORmmYxR5L2q89t3JePT1g4ZhqkHJXgAuJu2xyHtWBCigb00oC5jX6mddlwX1851qNg7VicwjBVsP1uDB9eFt15WrKTww2nFTrU6360IOkt49rI4/WqA3H4zw3JxxmD3uCuljMJu7TlrCZjJI+f5LZ47E/PUHuGTFvV8aik0f1TC9rOq5BeBC+MfnxQ//8BFzTanPj4YKMplwKmzKC579m8tDcuWVV+Lpp5/GBx98gA8++ACFhYWYPXs2Pv74Y93jq6qqMGPGDNx44404cOAAHn/8cfz3f/83Xn/9dZ7bRgxGlNgsaPlFeGmcqZrsns+MS4WFQXhQkfeiRUNrhynd+NzJQ8g9GKigeqJ4LSHWdfWgTih7YpZ9lOvbymuwbIt+23XleRfPyNUd96BkL3zeONN7GE1pu7wFToPlBTCCHWG8aLOEqWX9SzaVcxsumw2UEfW191Y1hDxzQU4Gc00pSCO0Y+iL6CteECNweUj0kJ6ejl/84he47777wv62aNEibN68GYcPH+793QMPPICPPvoIpaWl5HtEykOiYFt5DR5/s5yUEzHQF4+f3d7t8rcrrr6tvAaPvX7IsGJEFDyWnZ7VmO7zkCpVNsybgsnZ6SjeeQRrS6pDnkV5T+3nA3hoY5nUMSvQsyYAWLYwtNdtbGnHsi2HDeeBHTkYZrwov7prPGaMGcwcdyAYxN0vvS90by3s8BY4BRFPZFqSBx8smWarZyIaLOFNZSdJ69NOsOaW3pqisrLGIBc8+7dwUmtXVxf+8Ic/oKWlBfn5+brHlJaW4stf/nLI72699VasWbMGnZ2d8Hj08wja29vR3n4hI7i5uVl0mFIwPS8T5zq6esv7jLBk5kgAsK1Vuox+CkbgzXvRuognDk3DTb/YZVox1NjSHibouwVGNhYUDkec24XSynrpY1agTSazKzHz1rxM3JqXabiBiGbbG1VXGZWruwAs23IYt/ZY1HrvY1PZSeFn1iIaemSIQqTSrrG1E38prwlR+GTC6UojQH+uRcN3VY9BO8Z3f3QzPjzW6Fj4KhqUxL4OboXk0KFDyM/PR1tbG/r3748333wTubm5usfW1tZi0KBBIb8bNGgQzp8/j7q6OmRm6gv65cuX48knn+Qdmq3wpySSjrs8OQGP/OEjW8imZPVT0INoaaCecDSrGJo1NlM3ptx0rhMrd3yKEf7+mJ6X6Rg5kyhVvN51RJUa3k3G6F4pifFczL9WNhstqV7I32APpbuTEK20W7DhAIrhwowxfT8swJprP75tpCFTqEIcVy9YbWfWXE49t4zWg93euYu9ysxJcFfZjBgxAmVlZdizZw++//3v49vf/jYqKvTj1ADg0qRNKxEi7e/VWLx4MZqamnr/nThxgneY0kGt0EAQtrVKl0GOZARKvgKlvblRrHvVXROw+aMapsIGdCtsSnM3Slt7gD9XR/08Rv121OMxglHF0wPr9mPrwdB24lbaxJtVNuyoqCVdRympVqofHtpYhrmr9+CGZ3aisaW9ez6b4D9vyIYL9uTARANEvQCBIPDg+r5fZWQ0rxdsPGCojADAstl53BVoZtVugNIX6irDMTpR6RXJe1+M4PaQxMfHY/jwbqrZ6667Dvv27cNzzz2HX//612HH+v1+1NaGCscvvvgC/fr1w8CBbGvQ6/XC6zUn33ICautxzqSrDFu8//SruahrMSe7AsQsL7uaeCl5L2baPI8lwApD8HYRNav9BxAW+uGxTmR0NaV4rtQWsxWLitKw8E1iuKW6rgUrdxzRbYvw4PoD+F5PBQ7rub43NRuLZ+Ri4tA0RyndnYTVHkHRQr3PA0XmKZwrIs+t/v5uN8h8IWpFdnpeJp53u5jVTSt2HMGGvceFGwtaDbNQ1qLV729HKCiaw0uWidGCwWBIvoca+fn5+POf/xzyu7/+9a+47rrrmPkj0QS9jcMXH4fWjq6QSeh2AfNuzO5tlEeBiOWVQWBI5UW6z4PSxbcgvp+xs0wkrKEXhhDp28NSbmS0XJfR1ZTiuVIs5u/9S3+Tp46ZokA1tHSSyN027D1uuEH87oN/YdVdE7BsS3ji8lOz83pzJIxyYKJZ+FGgJZ7iRTRR71PAW96sh3SfB+/+6OZemcLDdpua5MHyO0aH9QEr3nlUlypetLGgjDCLDGNGjfCE+I6wtScj2T2aw0tcCsnjjz+O2267DVdddRXOnDmDjRs34p133sG2bdsAdIdaTp48iVdffRVAd0VNcXExHn74YcybNw+lpaVYs2YNNmzYIP9JJIO1Abd0hLdvDwaBF9+rwvghaZiW67cl72FbeQ2e2MwOjfFC2RJ+fvtoU2VEpiUg2rdHq9zIGpOMrqY8nqvVf9f3OFDHTL3X18YNxlqDTs5zJg0x7QVyurUTR744i92LCk2VCj3lM9qFHxXT8zJx/9Rs3WaaFNjl2ZQNWQnzDS2d+PBYY8h8mJ6XicJrB2HK8h2GVXjefm5My/WH/X7jvuOWxqT+BrJyxmQYM+ox2d2eQNZz2wmuHJJTp07hm9/8JkaMGIFbbrkF77//PrZt24Zp06YBAGpqanD8+IWJk52dja1bt+Kdd97BuHHjsGzZMvzyl7/EnXfeKfcpJIM3eVQ57sdvlmNz2UnMmXRV7wajhkhcvSsQxHM7juCBdfsNOTnMkJoY6pHiYXDksQSM0BUIIhAMho1FDSV+HAgEDfMrZI2JmhtkpEDyeLus8nZQ7zUt12/IWZGVkUS6ztp/dG/CvPwGF1NsvSsQxOaPxMcbDdUoZpCdMK+3CX94rNGUEqC2uR2vlFSFrH2ZjQVl5Yypr2n1OB6eG94xKpD53HaCy0OyZs0aw7+/8sorYb+76aabsH+/mLszUhBZANrOn6k91OjqFtm8cfVur8jHpCZsZlh11wS43S4h17kMS4BiASjW/LnOLty95gIHhp5VLcs6kdHV1KzBFS+MxsxTeRTndjFDKdTQIm9zP8CZ2LqTsLIhpvs8Ea8yooTNZCfM623C1DW7bMsF3qrMlATclhfuMaFC65GWGWaRUQUo2lGeNxQoO7xkF2LN9XQgw8Xa1KOILCy6BlkZSdxKgCz3qbIoplhg7rNqCVCfJTXJg8bWzhAlDtB3KcqyTgDrTbMUpeYBwTwDLYzGzKtAscqJJ2enIzXRQyLX410PfUX4UWFFHlyfPRBvHfw8Yvkz1LCZrLCS0SYs4imqbWrDyyXVwmMBQteDzDCLDGPGiiKoHaOR4inzue1ETCHRgQwXq2IJbtx3nLuXh6j7VHRRmMGKJUB5ltQkD/6/OePxyB/KdP+uZ1WLjom1aK20Au8KBJGSGI/vfGkoflN6zJCXw+Uy7/1iZlHL6Doa53bh3oIsw6oxBbzroa8IPyqsyIO3y2vxdnl3paHT+TM8OQMyZJ6ZvBGpWFLWvtm6SUnyIKFfXEhYW289yDRkAOtr0coaUI/RTPGU/dx2IaaQ6IDHejSCqCUoojUvLMrBxn0nbCm9pFgCS2eO1N3MKc9yurUTm8o+x6kztN4VSh7D0pkj8eD6A2HHsgSj2aIVYcCkJqMpo5h3o34zO+XnOZOGkO5rRYFSsKAwB2v/UR3mkVKPmeJyFiVVi7Two2Jydjr8yV7LoVMnkwd5w2YUBT/dF48lM0fi8gEJ2Fddj1f+cSxERprJGyM5YoQgLpDvseTP03eMJq0HWWSLslhhRdaAHimcmeJpV7GFbMQUEhXUk6xo5OX443459Nlv9yTwUScpj9asTKQFhTlYUJgjvReL2oPAsgRmjc1k9mtpPx8g3feP+/9FOk55N92N4w7rHqMnGO3IMOcJq6nHNH5IOG+HghU7PsXGfcdtYXfVO//pO0brPgPFu8Zm8LzWsAsw0F0qP3FomvDYncT2ilq0EeexEZzMn+ENm1GMDqVH1yN//Miw5YMReEqAKdCude160JNnVsMsMllheb1G2jHyKJ5Wn9sJWG6u5wScaK6nN8l4tHgKqC7b0sp6zF29h3RNF+httM2S2yjxZr1a+fnr2RvaD4pySGEBKhYW5WCEf4BJ47gJIZTd1DbpPKE1StO1dJ8HS78yCv7k8HfdFQiieOcR3XejzLvvFmRhWq7f9twDkfJcljLGs2Y2zJsS9TkkdvWOsvvZqY3vtM3pjOYCoN+jS5mZPEq9Wo7UnWlnGhcs+OLjcP/UYYZKkNmzhBlXyV7MnTwEWRk+pkFnNO8BvnegvSZgvna065K6VyjzLRKl+I4017uYwJpkZpPj3i9lYdNHJ0ndbQG6NU7VmnkmktlEpLr99BrpGZWS/eYf1fAnJ+BUsxjTpRYrdhxBapKHeS0XgGVbKnBr3gUL1I4kS0ooqqGlE/7kBOY1N+7Tb4mgPNvLJdV4uaTadoHBG/6hlBBSEO05JHb2jio5+m9bFU3RsBlrLgDdjMhmZaNUz4/au9cVCOKl3VVcuSUtHV0hfa+0oMgzNb9OdV0rNuw9HmIg6BljdlSPsbxG6T4P/uerozBwQAJzXfLma8kI9doJ7l42FxsoQkf7rTJTEvDCPRPw01mj8PPbR+v28tADtd7bqIeLgoVFOdi9qJCsjBhxQmw9WGO6wTz2xiEUPB3a82TK8h3mm3JrJ862d+rysoiClfOgjFfL5WFHkiX12Nqmc7q/58kTcoK7Q9kgKFwjskpEoz2HxM7eUcW7KnHDMztt+6b1hPnJCpvpzQXKuxDt0dWdD5bLrfgFoS9LqZwbQHeIx9vPjZU7Pg3jedKuO1ncR3qYnpeJpTNzke6L7/1dQ0snfvb2P9F0roO5LkUUT5617jQueYWESvu9dOZIPDdnHDbMmxKiCLAaybFAnbSs6yrK0ENF15ArQMwW59JN5aYL7XRrZ9iCpXqGzrZ3s9smxceF/a2/1x4nnVphsCPJknrssi2HdTcdHuXHaeIis8Z/Vj0bFLI50bHJBG8uFy/sUjS3lddgASFcEwh2k5VRQCVlFCFv7M4HE2Oh1pOlPIoDD2GYndVj28prMH/9/rBmhWZzZOLQtDCDWYu+lK91yYdsqJMnY4CXmbCkdoO9XV6DV0uPSbmvDPcaZXGKtgfnhR7tfkv7eVvupVYYZGXWq0ENqzW0dOiG6Xi9A3Zyd6jj+YrrWr2xaF3XPGOXmUDndPyb+px6FW4U2JHkqmywVFDlX8NZWoUR9TgFMnJ0tM/AozjwKC92VY9ZCQV9eKzRMHkcuKB4Rnu+FhDzkEibZIob7DaiYKTe16p7Ldrj9LLtWz3rWykRZikjAP8GqQ6rmUHPtWxGWc+C7O+5rbwGNzxzIRS3guC6ptLt/+ouNnW9aOKfk1T01OdcUNgdPt0wbwqemzMOv73vevzglhzDFgkKrLj59cAbZqI27FSHEmQcB8jL0Tly6kyIt4xHpvMoLzLaTOjBSijoYuP8ueQVEtmTrJuzgL0grLirRUBdnOk+j7QcD7uRmuTRzdsx4h8xKhEW5YWYnpeJVXeNh4vw4rQChZInpAeZeRdbD36OBwg9NLSua6Oxq7/BjDGZIRu1NtxJRaT6cFCfM87t6jUcvP3ceOSPH2Hl345w8RjJ2jC4r0OcfP6URKHjtCG2jvOB3p9fKamSkqNTvKsSc1fv6c3J4ZHpPMoLz3zggRWl4mLj/LnkQzYy6H/V6OYsCA9NiF7PKqjhiqUzR2L++gPSS53twNN3jAagU7bHwT+iYOlMfne/tmSRWjivFSg8nAyyiYu2HqzBgg3hpHIsaENGVIZKq1wpgPNU9NrS9lV3TQhrAy8y14wga8PgvU4dMcRC6dekNbT0Qmxm/DRWoK6gocp03nCuDJZkLawoFXaEoyOJS14hAeRNMjOBlJrkwfI7Rjva4pnGspqLNF88vluQhTfLQsuY/cletJ0PoKm1MyoUla9PuKI3lmqWX0NxCT/+5iGkJHkw5Wp6F1tRUic9gaLOE9pRUYs1On07ZCuy28pr8OB6sb47aqXKqRJCJ93SrDyVpTNHIs3ntTTXWJDpMeVt9MgTOlbkCGvjU89PliwUUUa+PuFK7Dh8ytTjpM632L2okKww8xqksue9FaWCOn6gm7MkGkt91YgRo6lA6YppdK4ZUZY/2YuSx26JyERgCdpZYzOx+aMaTf17PL42bnAvKdf2ilpd4h71ArDiWVEWXDAYxKnmdm5yIBZ4COYo17RiAaf7PNj342mm397uxE3KPDUCD6GXlfWkBi/5kyiskF7xzDUtXpBMJb+tvMa00aMIGaBybQp5opU5pjdGoNtTVnK0DsW7jpqeq8wF6hyMBGGY9v4sGQuYE67xksA5+WwxYjRBWHEvU5LJapvbI9bhVE+rb2xpx/z1B8IEcGNLB9aWVJvSxqf5PHhqdh7cbpeh10BRfPR6uGi1eEqfCyrBHI/FbHZNqwl4T83OIwl+u70OVrg1eCx5mQLeCbe0VdIrUe/MfQVZ0jeF6XmZeOGeCXjsjUO6nD1WPG6U+SmDv0VvjPnDBnJ7y6gyPdKEYVa99KzxK8YkD+FlJL0nMYVEEiKR7cxrgWrZEXmYF6fnZSIQAJZsKu+tlW9o6cSyLYfx06/mhrAeZvi8gKs7Pq0el14PF+2CW3XXhJB76IFaLskTTze7phUh+72p2ZgxZjD5eBl5FyxYmX9LZ9I2MNl9g2TneenBap6KaA5IUa5f6DwzKBtU8c6jWFtSxdUEzwxm81OGjGON0c4kTjvXHQVWlSLt+ClK9uI3DuGJzR+HNI50uiu1GjGFRBKczna2aoHyMC8qPRD0etbwbDJmC04hSDJSRhRQEhl5G1cZXVNEyA70xWPZ7LyQvjoUyAp16MHK/EsjlHQ6Ta8tq6O1VYNCpEma3cmGcW4XHirKwYLC4Y5awKJzbOnMkcgY4DUc48WWxKmFmVLEIxsoSnajjgfNya7UWlzSColMwU8RSP29cTjfFegtnRSFDAuUh3lR5ibDWnCi+RlGG4lou3Mr5XUUoWoEu2PZvBunGpRN286KGDvd6iIGhVZ+UCvVnK6201tzXYEg9lTWo/SzOgDdfzdL7KbKS1Hl7DsF2ST50Re61toBXtkg6qmyg7CPiktWIZEt+Cmb39n2Lnzz5b1ITfLgacFqG1nKAQ/zot1ll1byM8w2EpF251bK6yhClQXZoQ49iCppAG3Ttjt0aZdbnfJ9ByV7EQgGsansJJPR9v6p2WFJ4tpSV1leHVFsK68Jyy8p3nXUUC7xyEueOSaiRJh5y6bl+vtERQkPRGSDFW+onczQRrgkFRLej0u1DKib3+nWTjywbr9Qdr0s5YCHedHuTUY0P4OaZKlY1nsq6zF//X5m+aCZu3fOpCFYseNT3fMAa+V1doU69CCipKUmeUjvuq8SNZlZ3kEAbecDuPul95nXqG1qw4vvVWHVXROQ1rNulK7YHx5rjIoN0qgChyWXRDZD1hyTpZwZJXFqK3wimRMhA6KywYo3VIHTDK+XnEJC+bhPbP4YAxI8qDvbTurtocb0vEwUXjsI1/98Oxpbjfu0iGwwspQDUeZFI4huMqKTftbYTK6Er4KcDDx952jD8jo9S82Me0QRqgCEhaHT5F/dScrBngRic0bR062d2F5Ra/ocfTnGz9pEU5I8ON3aadhlGrggP5ZtqQgrp42GPiJdgSCe2Pyx6XFquWRFUdZTGmQqZ1pvmRMexkhAVDZY8YYqcNpwuOSo4ykft7a5HXe/9D65t4cWHx5rNFVGALEeFrIs0MaWdtMukYoHwq4eDtSxsrD5oxpuunBWF2UWhTyrh4qChUU5vTwJVnqtOF2l1Z2kfIDcsVnZeMzet1302k5hel5mWF+ahH7hXapZEOlN41QH471VDSHVFCyoxy/aZ0V5prcOfg4A+MqYwcgfNhDx/dyWenOxEKn2Ak7Aimww6hqvtODQg1WZLopLzkMiQ6CbWQY89+AdjwwLVNmMzGK76o3DzkQyUddiTVMbXimp4k4ipSZHmuW2uABs3HcC3/+P4ZbDLU6GOkRydng8NIoQ1JYTDkr24olZo6LeSlVb3qWV9eQEcDWo69ooN0N2Aq+IXBLZDCNBMua0h9FJWJUNZhwl0ZQcfMkpJLJcUMoE3/NZPdwuV8iH5rkH73isZplTNiO3CyieG+otsLPs0oprUd00j0foUZIjqULutdJqy8KQopSlJnkQCAQtV2lZ4VThU6BZPpK+A1EDhrKujUIMD6zbj9SeUJECvfmt5LfVNp1DQ0sH0vt74U/WV15E5BLvZhipsMnF1vVWDbvCoHaX0ovgklNIZCT6qDH/t6FJkt19L3LhT/aaukdFXWJWJhJlMwoE9Tkn7Cy7FEm01EK20KMKr2MNrZavR1HKTrd24u417yPd58Ht465AUQ+1v13dRfVgaaNtbhNO5pYJnnJ/XoOBujlQQgzanBXt/DbKbdJTXro7kfPJJZ7N0MnEbC36ajI1BVaNUDOPVYypNYKQkeijhrZio7apDfPX78f9U7Px6x6qdBasuMREJ5JVS8JONkP1M9U2t2HZWx+TcxwA+UKPKryGpidJuR5VKWto6cSakmqsKakWcoWLCGUZG62Cx9445Di/gQLecAKPAcPj6hbxUqnndyAAXaJCBTU6ynmc24UnZo0y7XOjHj/PZlhaWR+xsIldXgQ7SQp5IGqEUj1W0RLGuuSSWgF2oo8MKB9+80c1+NVd45Ga5Ak7Ji3JI8VKVJQDngSxaLcklGe6ffwV+Pnto7md/CJJhSw0EhhjM1MS8M38LGlJv0pS5W//83qkJobPHS2oSbNqmCUpsyBroz3d2onineYN0mSDlaDMeofKZjQjz08yXFiJ0XqwQlpV09SGJZvKSWPSJnIqfW545BI1ETySYRM7kqm3ldfghmd2Yu7qPXhoYxnmrt6DG57ZybXWZKErEERKYjwenX4tls4ciRXfGIsN86Zg96JC5nzri4m+l5yHRIHWw5Dh8+KHf/gIp5qth3IUoZHm8+LDJdO4GRHtRGNLRxgXgBrRVJapCMLH3zzE5SkBrAu9rkAQy7ZUmB63dOZIxPdzS036jXO74Ha5TNutA2JeIREvYYrOBqYH6ntf+48qLCgcLrwOeC1X3nCCnicljEMj2Yu5k4cgK8PHbT1X19HCfCxYaa+g5uWhyiWKRzbSxo7MnIhoKiE28uoZzbe+mOh7ySokQHj44YlZ8kI5QLdwVvgvCnIyJFzxAkRciax+NFpEU1nm9LxMnOsMYOHvyrjOsyr0qC71NJ8XgDVhqPcteRQqEcHC7OCc5NHtb9HU2kkSxNT3frq1kzRevXezvaKWu4qDRzg3nevQ3YyCPb/4bkEWpgnm7yjPtGHvce7zRKE3l0Tkklm4Nho4aGTkRNiRCyMa+rGiGPXFRN9LWiHRQkZipRp2WQIiZXX06prxppq/03FVfzL9PcoSeiKLWUQYsr7lnElDbBsza7wZ/b344e/LdI+lCuLJ2elITfSQvDtm49V7N9rKEwVmApr6bmqbzuF///KJ4Wb0dnktfkzsfKwHJUdKBC4AaT4Pl8fQqfArJd9kzqQheOvg57bKDSPFiSK7ZHsWRMugrSpGkfZYiSCmkGigFdJHTp1F8S6+eLedloCoxkyvrvGa3t9pjgFqYqHM+nnRxcyT9Gv0LVfu+BSpSR40tXaSvXVWW653c26wKzAogjjO7cK9BVlYseOIpfGy3g2LLVUtoAd4PahraQ/ZcKjvpqGlw3Y3t6hFqszop2bnYdmWw6brORLhV5ZRl5rkQRAIab0gIjesGENU2SXTs2DFw2FVMYoGjxUvLsmkVjOok0ULhvOHWoKwJ+xhJUlJxiJjJQXW9PAmPLfjU3T18GTIZJ40SlhTgyep0Ax2s9NSviU1dCiLVVGWIF5QmKObNKnAbLyizRYVAX33mvfDkhCp3zO9v7FCrsDu0mkASPeFvkNlfs8YMxizxtLmuCw5xLOmtWy3C4ty0KhDvc+bkG0lyZQnoVmWZ8FqUqmMisi+xprMpZAsX74ckyZNwoABA3D55Zfja1/7Gj755BPDc9555x24XK6wf//85z8tDdwpiFQkpCZ5MC3XL30sojTOgPVFRtkkVuw4golPbcfEp7ZLz0xnZfqn+zy4ryDLNOOcF3YvZsq31Mvl0CIavEJaxLldePoO/QopynitELdpoWw42ytqSd+TGh604uamKkd7Fhf1burq+d0VCGLzR8brye0CVt0lRzkXUQQUo+4rYwZj474TusfwVHrwVkipwasYyDJGrMhrgD7Hjpw6w1QSeVtlRBpcCsm7776L+fPnY8+ePdi+fTvOnz+PL3/5y2hpaTE995NPPkFNTU3vv5ycHOFBOwmqda6GkrAnG1Y0ZopilWbQ0ZW6Seg1IRMpTdWD1vLaMG8K9v14GpZ+dRSp7JnXc2PnYpaVSBatXiHl3WUKvDuZSXbqDWdart/0e9rtGQPoyi6r74sVckNeWFEEKGOllOlb9TTwjkGWMWLVw0E1hot3VRoqiXpyU6bxJhNcOSTbtm0L+Xnt2rW4/PLL8eGHH2Lq1KmG515++eVITU3lHmA0QCTZ1Y7MZSsWrLLIjEiRGg06ulp5HpmEZdocDUXJMIspi+a+2MVkKCuR7Nmvj5VWwWWVEVIL0XcnO8lOveGYjUn2O2DBSlWWU9UTMqpNRMaqzRMJBIOWcimoY9hRUdt7vowSYqseR97yfKO8FFZuW7QQvymwlNTa1NQEAEhPN7cWxo8fj7a2NuTm5mLJkiW4+eabmce2t7ejvf1Ccl1zc7OVYXJD7yMpguyVkqqQ/iks2JG5bDVJaVqun1mloJzPEjBWn8eOmneqkmGVU8AOdlpZLQzqWsy7t/JAdn8LkXenvBtZYRsFysZkNianenzYrbDZXfpOWdMivXDCEmIJBIEAW/GgjuHNspN4XFU9xfN99PYMGUmlPMaw1htIoYFwukDBDMIKSTAYxMMPP4wbbrgBeXl5zOMyMzPx4osvYuLEiWhvb8drr72GW265Be+88w7Tq7J8+XI8+eSTokOzBLOPpHVB68Guts1Wrbe9VQ1MZQQwFjCyNlBZniOqkhHJ/hpGMPuWdlbWmCHS/S0o3jwR8Lwru96B3sYlqrDZXT0hwxPDM1ZmZRWhhBxgf9/J2elI98Wbksk1tIRz41AUaqM9Q4a3TT0XS47WmVZ91jS1oXjnETxUdI3hmKOF+E0N4SqbBQsW4ODBg9iwYYPhcSNGjMC8efMwYcIE5Ofn41e/+hVmzpyJZ599lnnO4sWL0dTU1PvvxAn9pCjZMIuXbj1YQ/KOLLXAUWAGRWMepEm+kxmbZxEpKXFVK5CxgfLElGXEsI3GYaWayChH5Vd3jbc9l8EIIm0JZGJ6XibuK8iSci3RdyX7HciiIneqekKGJ4Y6VgBClVXKdYy+b5zbha+NG0y6Fq/BZLZnAJCSh6bMxZxB/UnHr9hxhDmvoplSXshD8l//9V/YvHkz3nvvPVx55ZXc50+ZMgXr1q1j/t3r9cLrpZXfyQLFkl66qRz1BMpmGclk5ggdaTBoPnmsChhlA31i88emHUO1kFnzzqNkWLXyWDFWWe5OI0vc7XbZnssQzSjK9WNNSbWla9jxrkRZkmVapE6ElWR5YihjNWvMxwL1+07L9eNlwlziMZio3tfdiwqledt4xvf4m4dQeO0gxPcL9TtEM6U8l0ISDAbxX//1X3jzzTfxzjvvIDs7W+imBw4cQGZmdGX4Uj4SRRkB7KXiZQm2U83tpoJNVkxzWq4fxTuPhpAcGUH2psCjZFhRwlhKx6yxmXjxvSppmwvLLWznphNtyWx64AkTsvozyc77kM2SbCVsaHdoTWaCr9lYqWs6KT4OrR1dvT9Tv69ZXpKIwcS7scvY3HnyqxpaOjFl+d/w89vzbCN+kw0uhWT+/PlYv349Nm3ahAEDBqC2thYAkJKSgsTERADd4ZaTJ0/i1VdfBQCsXLkSWVlZGDVqFDo6OrBu3Tq8/vrreP311yU/ijXIfPl2UfFaFWyyBEyc24WHinIwwt9ftxdKEKGMmrI3BR4lY+LQNKQbUG2zBJGRRfvr96p0r2VHToodm040JrPpQT1fzcDyLi+dKVcZsYMl2YpFakfCtRq8SrGRoms0Vuqabu3owsKiHO6Ghtq5JMPjGImNnTe/qqGlI2xuRjOlPJdC8vzzzwMA/uM//iPk92vXrsV3vvMdAEBNTQ2OH7/QOKqjowOPPPIITp48icTERIwaNQpbtmzBjBkzrI1cMnjYExtb9Om8ZYYl9CBDsMm0ulmbpTJWrVCSZZVTPT2NLR246Re7DJURIFwQUWKsLNjh7pS56URrMhsLZlUGLM8I0P19l22pwK151pVDK8ZANFukFFCVYiuKLtXydwHYuO8Edi8q5P6msj2OkdrYp+dlYmHRNWQPNRA6N6OZUp47ZGOGV155JeTnRx99FI8++ijXoCIB6kdaOnMkHlx/QPcadlHGK5Al2GRa3cpmqSgbrMZZWw9+jiWbykOUA1GrnOLpmTU207SzsZ4g6goE8UpJleWS02jcXKK14sgM6vla29yGhrPtvVUTRknmMpVDqjHwSkkVvlOQHfL+ZGxckQ6xKRuZMoa9VQ0hY9h6sAYPrg+32nlK6ymWv9VvKkv2dQWCCASCpo0k030e1Da3obSyXuo3W1A4HBv2HiPl8mnfmVNcOyKINdfrAfUjRRIyNXKq1U0RhGaW0fKtFbphjhoLVrmRtbN05kgs23LYUBkZ6IvHzh/+B8pOnMamspO4fEC3R2XZluju9GwF0ZzMpgWlPHZT2UnStWQoh9RrLNtyGC/trsLSmblI88V3d1H2eeFPTsCpZjGLVG99+ZO9mDt5CHfoQhRGazwQCGLBBraRRlV0lcoqSiKzlW9q1eOo9y5YaGjpxMLflQGQGxaNc7vwxKxRut5OFrSdyZ3g2uFFTCFRwWyTG+D1YL6OFaBAtoWpFcoTh6Y56mqjuGDNQgD/eWM2Vv9dP+cC6BZYou+MZe1QqLXrWzpQ8MzfuNq4UxBJd6cZ+krogOr6d9JlznONmqa2MG+B0u2W1yLdVl6j6zWobW4P6ahsZw6Q0Rqn5DLwKLrUyqpIKfysd0GB7LDo9LxM/IAjdKN9Z5HmG9JDTCHRYHpeJgqvHYTXSqtxrKEVQ9OTMGhAAqndt0wL06zCw25XGyXXYFqu3zQE8NJutjKiQP3OeF3TetYOdUO1QxkB2N8g0m73aE5mU8CT4+JkLNwqMWBTT5J3ioYp2cgi7QoE8dgbh0jXZ212VueclXwqLSjrMprzGygNRlMS+iEuzq1LwmZHWLTpHK3yEwAadcZkd1I0L2IKiQY87jgWrFqYRkL5xfeqcP/UbGz+qMY2Vxs112BAgsc0BECVWl+caZNW/eHUhqplfzT6BtFQ2RLNwh7gz3FxMhbO21eENf6Efm789j+vR93ZdlMFoXjnUUNmZb3rq9+PjDkns/MyNZQcrfkNlHfR1Hbe8O8yjdauQBB/KvucfLysBG87EVNIVLDijlPDyoZIEcqbP6rBuz+6GR8ea7TF2qbmGpRW1ku5HwBU17Vg5Y4jUqo/ZNHcGyEzJYH8DaKlsiWahT0gluPiZCxcpMmmGkF0h1rcLhdmj7vC8NiuQBBrS8y9i9rrK++n6VyHlDknK3zHw5Rr9Zta8Qqpz83o7wWC3f2iLh+QgNqmc6RrUCDjve6tajClw1cjWvLDjBBTSHpAcceZQW1hii4KqlD+8FijbROLvljkbPfpPg827D0urfrDqjVrBhdC28MbIdoqW2Rt4NT5zbMORHNcnIyFK/da9MeP8Mf9tKRaLSjPubeqgdzDRYva5jb877Z/SplzsryNvIqu6De14hUy846nS2TglvFeRZSaSOeHmSGmkPTAqmtSbWFur6gVXhTRkHhIXSz5V2fg9f0nDUMALgOeCAXfnJKF5/52hPl3ETenVWuWBdku70hUtljdwHm6LPOsAys5Lk7HwncfrRM+l1Le+zZnfxs1Gs62S5tzVr2NbhdQPFfMA8j7Ta14Iinecb0cDC38yV4ALuGKKh6IKDXRWP2nhnBzvYsNVjd4pVkSAMNmS2aNtKIh8VARQqztyYXujWXKsIGYNTbTcBHPuzGbeR0A+N7UbFx9mY80Lt5vND0vE7sXFWLBzcO5zlNDGft3C7KwYd4U7F5UyCVco0HB1INo4zizZmLK/KYepwZ13kW6gqmbD4WvlxNgPn51871XS48JX59qyb9dXmPaFJLSHE/vbwqK547HjDH2hyOtNIyjescpCtnscYPxxCz7Gx8C5utFe+9oWDtmiCkkPRDd4FMTPfjtf17f20DJahfFaBDK1A6d2ytq8SKDRh0A7p+ajcUzcvH8PROQqel2OdAXj1/dNQGLZ+TaqoTFuV0oGJ7BfZ4Cf0oCXrhnAn7y1VFCHV+jQcGUBarQ7zgfEFoHPF1srXZatgIR5VEJHc6ZdBXeOvh52JhZChzP9YHu9+NPSSSd82rpMVLHYaOu1C/cMwEv6Pwts+dvM8bQuuxaAYXMUO0V0kJm4q4iD2V0+DWD0XpRIxryw6iIhWx6wOuaVD7r03eO7t3wzDpWUlyl0ZJ4aJZrMC3Xjxue2Wn4rjZ/VINHp480DRHYXf1B/bb+ZC9+8pVcpPm80nIRor2yhQfU8NNrpdXC64CS42J3xZJZ3ouI8piS5AEAXe4QI0OGCvX76QoEuWQZJaRhtoYjxWfBWxX5xZm2sO8rM1kVkN/hV4HevKSEpiNNdsaDmELSA95ESL2PLJPa3UwZKK2sdyyBT29RUdqFa+mK7VLCzDYQyrddWHQNFhQOly4wokXBlAHq/D7W0Grpekbzzu6KJYqyMzk7HakaPhEtUpM8WDV3Aupa2lFd14qVOz5ljvkHRddwWeiZKQkhTLB6Tex4ZBk10dVsDVvJ4ekKBLHns/qeyr0g8q/OwBQTj6RIVWR1XStueGZnyPuWmayqKNsrtn+KguEZ0mSz2bxUr5cMnxdwgVRaDkSeH0mNmEKiAksRMBMACmS651lCeXtFbdiCspPPgiVoZOdGiFZ/UK1lo28r492ZjSMaaZp5QZ3fQ9OTLF9Pb97ZXbEkU9lxAZjSM36WJ1EZ89p/0Mp7v5U/FLflZZI2DGXOPfbGIRKXSSTbBmwrrwkbZ/GuSqQmefD0HaOZpHE8XiUXur1UeoohJVmVF8W7jqJ411Ep8oU6L0W+WzTwI6kRU0g0sFKBwOuep1j26kkWLXwWgD25Ebzvnvd9iH5b1ndSfr+jolaX7lo7jmijaeZFY0u7aXddf8r/v71zD66quvf495y8E/MgQF4DQoQ0EMIj5dHEAI4GgoIjKtXSWit6LyXyEEnvNTwuYzpWIx3uKL31wkUplSJwHUMklIKAJcnADVUCMUB4pCZQikQKxCQNEPJY94+wj+ec7H32WvuRc/bx95lhhpysvbPW+a3Hb/3W7/dboXg2ayjeO9xg+DGVmRFLIsrOZw03VBf5ppsdDn8FtTrzJj97RGbR8TSHTE9LQGHpaa53S/S1c7VSanyg53vJ23ocG2TmNRG/D2crkZ6Ms1pSCOidm3n8tlaWnMRDI+IRHCjmEupL64kEKSQyaDU/ipjnRTVTs3eHomY7s3wjRC790/J9aAklVErh754tl6ceRmRnNEOpUXvvvlNXsGjbCdUJWcrP4unmVgZtx1RmRiyJKDu8Pgci9YgJC0LzrQ6hsaQ2h2iJBtKb1FGkb3Z1MxSW1qq+t7D0dK9xLPLdJkSHYu7EwS7+O0rERgQpXimRcNdS/tqeWm7/HL1zM4/idaOtA5lFn+KNJ9KF8gj5Un4kCVJIDIbXKU9UMxWZMJ2vCeeZGLSY7bztG2HEbplnEZaT05Xm27K3F2utBy9mmVfV3stjHteTb4IXMyOWeBe4g7WNKOFM1y1Sj+ezh+Ltg3XcY4lnDmnv7Ob++3qdq+X6UGxEEH41O10x0qZHYVL/3htb2nuNH97vdvWskZiXnYw/1vDJbPWjo5AQFSqbqVWaH+x2CCVdlOaAo/XXhSP++O/luiNk1fDF/EgAKSSm4Mk8r1Uz5e2YB2obkf9hNfeipcds503fCL27ZSMWYRHMvN9Ij3mV573RYcGqu7RuBvS76xwofXdKaN19mRmxxLvA8dxE614PnjovfigFqQmRvfpkv7uLuvuFeTxzyNqnxnK1SULrBkKpD91o68DCbSew4O/fYMXMtF7PiYwJ97K8fWFedjIC7DZu+SZEhaouwFqTLi764DjenCPvE6OEqHLNO658NT8S5SExCaXEUyKaqTO8HfN3R3qHXColo9KTTEhCSj62fX4m1s0dpyl5mBb07JZ5knYZmZtAqR68GCEnPe8VPaLQ2sfVEMlTIgpP/h+R10r1EKnzw+mJWD0rzSXq40ZbB17bc8Zl7PJ+v2DgSpyVKJMfgzfPC4/i/j8VDfhTTe88JyJjwr2sWg4OBmBmes+msKubGZ7fyXneW/zgMK5nvrnVwZUc0xmR5Gci48pX8yORQtLHaNVMeTqm0oSptGjxTmy/P9LgcWLSmvVTD1onGO5FmMOUzIMRiezMWuB538t7gZc0eZm5+/KUpEuPE56a4sCgfgUC0HNMIedMzVPnHj+d472+b/cNBe/3dq2tXTVx1rJpKb02EM4ZY5fuqPaYPI1XcV++swZ33I6QJiXHIiFKfcFLiAqRHT9K36s0/Ww6csFR9wO1jYYrs9K8t2x6qpDSILJ5cO6XvPD0D19IwCkHKSR9jFbNlGen5amPyy1avBPba3vOqE5MfY3W3TLvIlx+7qruOhrlS2PWAs9bPvaeEKHJy+zdl1lWOU+KwwvZQ7neMWt0EqLDgnstOGp1FrGCiXy/Sm2SMqkunfY9Wd8UXisrbx9qud2JzKJPse/UFYf15Y81X+HHkwarPlv42CjF8eP8vUoycp8HpboD5mRQFVUaRDcPkgxjI4K4yvP0DzOtjXogHxKTcXecHD+kn+ZzcE8+GzPTE7jOt50nEC0LgjdDwtzR4sPCO4F+zOm46AmjfGnMWuBFztVFHJh5E4fp2X2ZdZmes/9XY8tt3PhnO2IjgrmtRH84ehF/OHpR1m/LU51FndZF5hDekHMt/m0ife5G2x3kbT3eq2/EhAfhTmc3bt7pcinvKQ+JMwF2GyYlxyL/w2rZ3zvX3YwMqoBT3pfik1y3NB+obRTqvw+nJ+KhEfHILPpUsS+K+lD5Yn4kUkhMxFPI6MaKBk3RKUqTy2cNN7gUEucJRMtNnt4MCXNGUvTaO7t7nPdkvOHlMPNMVJLnC9lDMT0twbCQXLOcOUXeG2C3GTp56f1WtIY/8zwXYLeh+dYd/HrfWZe2esrB4o6o4i5iBdMS4cajwGmJvJiUHIvI0AC03u5SfM4dd0W1+e7PL+ekoLObgTdTq5a6//5IA+ZlJ5umzEaGBOGZTX9RLbur+iusmiVmgQgOtOONJ9Id1h4jIht9LT8SKSQm4Sl6YWNFA34+NblXHgveyV1uctGyaImmmJbwZlZHwHOEjNnXqUt/67GxidhV/ZVLnof4qBAUPjbK8J2FWSHWzu+VgwF4bGyi4728k5dI4jCjs0t6qh9v2LTS2BXxGRZV3HkV5Wut7ejqZqbsbrUcDQbYbfjh9wdh8/9dFP57EtJ39b/HLuFwwUOaFkOR4+f3DjeYZgGYmBwLmw1gKn3letsdTf1fknthqaufmx65m2Vt1AIpJCbAY/os/eIKyv/9QVRdbDJEM9W6aGkNYQP6PiQM0B/+qlUJA4DFDw533E9xoLYRu6rdfWnM21WYZV59OD0RP5+arJhXZWNFAzLu7ed4P8/kZYbPi2TZOFDbiN8pZMWVOw6QFA4AXP2GN+cKj3IiKe4895rwKsruC6qRu1utR4O5oxJ1KSSA/k2OiOXTzGPnqotNqsqIhJ75kzFXB+Hubr6cM750b40cpJCYwFHOW3+rLjYZqplqXbTcJ7Zrre14bc8Z1b/X1yFhRmUX1KqEpcTfg6xh/RWVoq9bzPWvMcO82tXNUPqFZydl0eM5o31eeG50lWThbpmRFp/o8CDutPA8OVdWzxqJizduYkul+kLMc6+JiKJsxB0mcmg9GpSeMyJMXusiLWL5NPPYWaT+WuZPpVT7X7f2+Of8908yFBPRySevC76bvM437tMihcRg9p26guXFJ7nKmmFh0LpoOe98u7qZKXeR6MXI7ILO39ORv17Dbw/9VfXvx0WGcitFkSFBXD4tnlC6AdVIJdbojI1d3Qzd3QwxYUGKzn0i/UfLja7OKCkq7mWkNvKOyQGRIUhLiuZSSCScFQm5McqrKJu1oGq1sjo/pzeRoNZNjpYbjnn7tYhVYcA9IVz1jY0Qd+ru6mZYvtPz2rJo+wm8A1svBUM5ed0dLNx2HDnHB+JfpwzzusWEFBIDEZ08zbIw6D0T9HZaeCWMPgqQvqdJybEoPv53LgWMdwF3dmzTkt5dyw2oIkiT7F7OEG6e75THkiHSf4zOlquGtODwIC1MIv5IkiKxYudJFJaedvE/SogKxY8n3YuhA8Kx9odjUXulBa//SdlKaZYf1/S0BLw87XvYfKTBRaHksbJqPfoFjNnkaKmDWr8Wua5h36kr3JcZ/mp2uvD8efTL66q+WYwBC7cdxwb7t1ZannH06dl/4NOz//DqTb8A5SExDJHJ01tJZ0QwKwGVHswKfxWJyddi1VLK4aCEZJaVm3ykG1D15IJxTnzFu8OXnCk9vVMuf4U7Iv3H6Gy5ajgrGWo0tbWrZguVg6HHodf90rvGltt46+B5LN1RjWc2/QXvcFjsAGOtrFK/eOvgeYcyEhMWJJs8TQ73nCDOGWcBoF94Tx4NM/NeSHVYPWskV3lPc4VIThapLM9lhgumJiseq3iisv4ad1nn5Gsi40h0rjIaspAYhOjk6Q0Lgyi+FhKm9Yybx+TK63+jxaolYmLXcwMqD1qPQDxFJ/Ao4zFhQXjnme8j8z7+UM6+cpp2D29ePSsNC7fJRx5JvLbnDGakJ+q2DCjBk8sCMM7KqtQvmm914O2DdUhNiOyVWl5uTElWx6xh/bFqVpqjzICIEMAG/PnM1yipvuxyo67ReS8C7DbMy07WdezMczS7quQUbt3pQlxkKApL1Tej+v01+Me6s/VMZBx5O60DKSQGwSv0mLAg4QuWvIkvhYRpOUoSMbnyKGBaw4Z5Tex6bkBVQ+8RiFJ0Ao8y/s2tDthtNqEJzqjF1oaeJFtNNzu4+k0/t529HM6ydPVH+gd+e+hLQ+rtCSP9uESdxXnHlDR37Dt1Bf/20Re9nCkfH5dkaL4eZ/QeO/MczV5vu4NlH37BXaf/mpuB7BSx236dyRrWn8vXTUJak0THkTfTOtCRjUHwCv2dZ+TN1byXWX3XkXak8VHqR0miabAB9Xt5tJjpnVFTXPXcgKqG3iMQpTuRzEptL3KxmNpxQNGTo7GB8whSaz4O0XtNtGK0H5eIY7PomFIq39R2B5uPXEDzrTum7cL1HDubYZ271qZ+nOOJzPv6IyacL3088O2aNCk5ttfxGQ/eSOtAFhKD4D1OyLyvt8YpsovXgq/HnmvD9VtmbsH/RoUIy+FIE+3mdMqDmuKq5wZUNYyYYNwzXopc7a7Vt8dT5MS/ZA/FtLu77AO1japHbjxHkHraoyfPjRLuEUtGH3Hw9ovGltv49b6z3GPKzDHIi9ZjZzMCDvS+M8Buw5tPjpYN+3XG3XoWYLfhV7PTVY8h3enrtA4AKSSGoTYRMcjvaDwl+srbehzLpqVg6IAIzYqE2cpOX6OcA6Td5TjB6HBWd6anJXB71AP8JnbpBlS1YxulG1A9YeQE4+xTMj0twZTU9oCyb49cH+ZZfHiOIPWm6jfar+Sdn3wf9rsO1WZsKHj7xY1/tguNKbPHIC8ix87S5q2x5TZiI4JcfF20YuTx2sPpidjg4c4cJevZzDGJWPB35QSIZtVXFCGFpKioCDt37sTZs2cRFhaG+++/H2vWrEFqaqrH58rLy5Gfn4/Tp08jKSkJr7zyCvLy8nRV3BfxtHOWM7Xx3PD51sE6x2eiioTerKa+hsiOy6xjBImeSYvPBCtiYg+w21D4WJrqLsjTDahK8Cy0sRHBuM55kZxzPzIzTFxkl2uEz5MRYe/uda77ulXYt8RhVRW400ULvAoYr9lfGlNmj0Gj4QlbF8WMNAlS3/rtn/8qFJ69YmYaxg6KwX/sOqWoaHkzrQMg6ENSXl6ORYsW4ejRozhw4AA6OzuRm5uLtrY2xWcaGhowc+ZMTJkyBSdOnMDKlSvx0ksvobi4WHflfZVmGTN+882OXmesomf6IiFZIteZWwWRHZdZxwgSIpOoaKi0tAuSU2JjwoOwQaMiyRPe/NrsdG4fCOd+ND0twdQwcTXfHqMxIuzduc7ZwwcK/f2+XBh4w94TosO43ieNKbPHoJHwhq2LYlaahAC7DUunpaBq9XRsn5+JdXPHYfv8TNXw7JljkvD5qumKodneTOsACFpI9u3b5/Lz5s2bERcXh6qqKkydOlX2mQ0bNuDee+/F22+/DQAYOXIkjh07hrVr12LOnDnaau2jiJ6Ziu4MRM5dfcVcaiQiO65HxySZdowA8E+iq2eNdPhaiCDtguQytepZoHjCm+12aMp46Wth4noxsj2i0Vl9fQU8T7/o6mZCY8qsW6qNRi36TLIcrpw5Eq//qdajdSE+KgT/+fQ4XPunvizNvGixCCqFZvvCeNXlQ9Lc3AwAiI1V7lCVlZXIzc11+WzGjBnYtGkTOjo6EBTE7zXs64gqAVpzWvAoElYzl/IgsuMyO9ss72SrRRmRCLDbkD18ALKHaw8VlENtodWT8dKXwsSNwKj28PTHl6d9D0MHhHttYVDrF6JjylczPrvDG+KbFBOGN54Y7bgdW649hY+NMny8momvjVfNYb+MMeTn52Py5MlIT09XLNfY2Ij4+HiXz+Lj49HZ2Ylr1+Qzz7W3t6OlpcXlnxUQVQJEwhpF/5aVzKW8qH1fNrhmwDUz26xIdldfRO0IxMiMl0QPav1x6bSUPjuSUoKnX4iMKV/M+OyOyLxthfZYGc0WksWLF6OmpgaHDx9WLWuzuXZqKUTT/XOJoqIi/PKXv9RaNa8hqgToCRFU+1tWMZeKoGXHZeYxgtbbla2CERkvCVf84VhLtA2+3mbRedvX22NlbMw9gQMHS5Yswccff4yKigokJyd7LDt16lRkZGRg3bp1js9KSkrw9NNP4+bNm7JHNu3t7Whv/zaCoaWlBYMHD0ZzczOioqJEq9tndHUzTF7zZ9XJ+3DBQ6rZRJVQeocckqMWIL94W1Wj97VQZv/M8/It/tqPCALQPm8TfLS0tCA6Oppr/RZSSBhjWLJkCUpKSlBWVoaUlBTVZwoKCrB7927U1n57P8eLL76I6upqVFZWcv1dkQZ5G62Tt/OiduHaTbx98LzwO5Tq40uLt1H4uxLga/hrPyIIgJRuMzFNIVm4cCG2bduGXbt2ueQeiY6ORlhYT0jYihUrcPnyZWzZsgVAT9hveno6FixYgPnz56OyshJ5eXnYvn07d5SNlRQSwJjJ28gFgBZvwgioHxH+DCnd5mCaQqLk87F582bMmzcPADBv3jxcuHABZWVljt+Xl5dj2bJljsRoBQUFQonRrKaQAMZM3rQAEARB9B005xqPaQqJt7CiQkIQBEEQ33VE1m+67ZcgCIIgCK9DCglBEARBEF6HFBKCIAiCILwOKSQEQRAEQXgdUkgIgiAIgvA6pJAQBEEQBOF1SCEhCIIgCMLrkEJCEARBEITXIYWEIAiCIAivE+jtCvAgJZNtaWnxck0IgiAIguBFWrd5ksJbQiFpbW0FAAwePNjLNSEIgiAIQpTW1lZER0d7LGOJu2y6u7vx1VdfITIyUvGCPy20tLRg8ODBuHTpkl/fkUPt9C+onf4FtdO/oHa6whhDa2srkpKSYLd79hKxhIXEbrdj0KBBpr0/KirKrzuOBLXTv6B2+hfUTv+C2vktapYRCXJqJQiCIAjC65BCQhAEQRCE1/lOKyQhISF49dVXERIS4u2qmAq107+gdvoX1E7/gtqpHUs4tRIEQRAE4d98py0kBEEQBEH4BqSQEARBEAThdUghIQiCIAjC65BCQhAEQRCE1/FbhaSoqAgTJ05EZGQk4uLi8Pjjj+PcuXOqz5WXl2P8+PEIDQ3Ffffdhw0bNvRBbbWjpZ1lZWWw2Wy9/p09e7aPai3O+vXrMWbMGEcSnqysLOzdu9fjM1aTJSDeTivKUo6ioiLYbDa8/PLLHstZUabO8LTTijItLCzsVd+EhASPz1hRlqLttKIsJS5fvoyf/vSn6N+/P8LDwzFu3DhUVVV5fEavTC2RqVUL5eXlWLRoESZOnIjOzk6sWrUKubm5qK2tRUREhOwzDQ0NmDlzJubPn4+tW7fiyJEjWLhwIQYOHIg5c+b0cQv40NJOiXPnzrlk2Bs4cKDZ1dXMoEGD8Oabb2L48OEAgPfffx+zZ8/GiRMnMGrUqF7lrShLQLydElaSpTuff/45Nm7ciDFjxngsZ1WZSvC2U8JqMh01ahQOHjzo+DkgIECxrJVlKdJOCavJsqmpCdnZ2XjwwQexd+9exMXF4csvv0RMTIziM4bIlH1HuHr1KgPAysvLFcu88sorbMSIES6fLViwgGVmZppdPcPgaeehQ4cYANbU1NR3FTOBfv36sffee0/2d/4gSwlP7bS6LFtbW1lKSgo7cOAAe+CBB9jSpUsVy1pZpiLttKJMX331VTZ27Fju8laVpWg7rShLxhgrKChgkydPFnrGCJn67ZGNO83NzQCA2NhYxTKVlZXIzc11+WzGjBk4duwYOjo6TK2fUfC0UyIjIwOJiYnIycnBoUOHzK6aYXR1dWHHjh1oa2tDVlaWbBl/kCVPOyWsKstFixZh1qxZmDZtmmpZK8tUpJ0SVpNpXV0dkpKSkJycjLlz56K+vl6xrJVlKdJOCavJsrS0FBMmTMBTTz2FuLg4ZGRk4N133/X4jBEy/U4oJIwx5OfnY/LkyUhPT1cs19jYiPj4eJfP4uPj0dnZiWvXrpldTd3wtjMxMREbN25EcXExdu7cidTUVOTk5KCioqIPayvOyZMncc899yAkJAR5eXkoKSlBWlqabFkry1KknVaVJQDs2LEDx48fR1FREVd5q8pUtJ1WlOkPfvADbNmyBZ988gneffddNDY24v7778f169dly1tVlqLttKIsAaC+vh7r169HSkoKPvnkE+Tl5eGll17Cli1bFJ8xQqZ+60PizOLFi1FTU4PDhw+rlrXZbC4/s7uJbN0/90V425mamorU1FTHz1lZWbh06RLWrl2LqVOnml1NzaSmpqK6uhrffPMNiouL8dxzz6G8vFxxsbaqLEXaaVVZXrp0CUuXLsX+/fsRGhrK/ZzVZKqlnVaU6SOPPOL4/+jRo5GVlYVhw4bh/fffR35+vuwzVpMlIN5OK8oSALq7uzFhwgS88cYbAHosPKdPn8b69evxs5/9TPE5vTL1ewvJkiVLUFpaikOHDmHQoEEeyyYkJKCxsdHls6tXryIwMBD9+/c3s5q6EWmnHJmZmairqzOhZsYRHByM4cOHY8KECSgqKsLYsWOxbt062bJWlqVIO+Wwgiyrqqpw9epVjB8/HoGBgQgMDER5eTl+85vfIDAwEF1dXb2esaJMtbRTDivI1JmIiAiMHj1asc5WlKUcau2UwwqyTExM7LUBGjlyJP72t78pPmOETP3WQsIYw5IlS1BSUoKysjIkJyerPpOVlYXdu3e7fLZ//35MmDABQUFBZlVVF1raKceJEyeQmJhocO3MhTGG9vZ22d9ZUZZKeGqnHFaQZU5ODk6ePOny2fPPP48RI0agoKBANnLBijLV0k45rCBTZ9rb23HmzBlMmTJF9vdWlKUcau2UwwqyzM7O7pU+4vz58xgyZIjiM4bIVMiN1kK8+OKLLDo6mpWVlbErV644/t28edNRZvny5ezZZ591/FxfX8/Cw8PZsmXLWG1tLdu0aRMLCgpiH330kTeawIWWdr711luspKSEnT9/np06dYotX76cAWDFxcXeaAIXK1asYBUVFayhoYHV1NSwlStXMrvdzvbv388Y8w9ZMibeTivKUgn36BN/kak7au20okx/8YtfsLKyMlZfX8+OHj3KHn30URYZGckuXLjAGPMfWYq204qyZIyxzz77jAUGBrLXX3+d1dXVsQ8++ICFh4ezrVu3OsqYIVO/VUgAyP7bvHmzo8xzzz3HHnjgAZfnysrKWEZGBgsODmZDhw5l69ev79uKC6KlnWvWrGHDhg1joaGhrF+/fmzy5Mlsz549fV95AV544QU2ZMgQFhwczAYOHMhycnIcizRj/iFLxsTbaUVZKuG+UPuLTN1Ra6cVZfqjH/2IJSYmsqCgIJaUlMSefPJJdvr0acfv/UWWou20oiwldu/ezdLT01lISAgbMWIE27hxo8vvzZCpjbG7XicEQRAEQRBewu+dWgmCIAiC8H1IISEIgiAIwuuQQkIQBEEQhNchhYQgCIIgCK9DCglBEARBEF6HFBKCIAiCILwOKSQEQRAEQXgdUkgIgiAIgvA6pJAQBEEQBOF1SCEhCIIgCMLrkEJCEARBEITXIYWEIAiCIAiv8/+HCcxboLNtngAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "points=[[2.0, 2.0],[4.0, 4.0],[2.0, 4.0],[4.0, 2.0]]\n",
    "\n",
    "more_points=[]\n",
    "for _ in range(300):\n",
    "    for point in points:\n",
    "        more_points.append([point[0]+random.random()*1.9,point[1]+random.random()*1.9])\n",
    "\n",
    "x,y=[],[]\n",
    "for point in more_points:\n",
    "    x.append(point[0])\n",
    "    y.append(point[1])\n",
    "\n",
    "plt.scatter(x, y)\n",
    "plt.show()\n",
    "\n",
    "import pickle\n",
    "with open(\"data.pkl\",\"wb\")as f:\n",
    "    pickle.dump(more_points,f)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
